{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html2 import HTMLSession\n",
    "session = HTMLSession()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "outputs": [],
   "source": [
    "headers = {\n",
    "    \"Accept\": \"application/json, text/plain, */*\",\n",
    "    \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "    \"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "    \"Cookie\": \"lastCity=101280100; wd_guid=6d94fbd6-1540-49ea-994c-55cff058429a; historyState=state; _bl_uid=qdlmXnt6y580zjlUL218jC8gtdIC; collection_pop_window=1; __zp_seo_uuid__=e3054422-646a-4345-bb17-10e1f231f4b6; __g=-; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1701316660,1701398978,1701449062,1703341687; boss_login_mode=wechat; wt2=DOIKEbUPCq0Wy12BJmZAyjHU5HQC_E-iQJ-NA9mNyhx0hhLTcm_li6C3-SArtsumWEVmXjyRU96qyLyQypKjSOw~~; wbg=0; __l=r=https%3A%2F%2Fcn.bing.com%2F&l=%2Fwww.zhipin.com%2Fjob_detail%2F42b61d3da1181fe603x-0tq4FFM~.html%3Flid%3D3ztkpCWEVGQ.search.1%26securityId%3D1SCyT98Pw885i-v1M0wSiIIjMskbWubX_i6Dmf-hdphzMHNgtV6VmKLq-rm85tG6rej49awQuqbERQof-6Zj6wwYYdVtNO_oOzW_ljfv7NJ98OwL%26sessionId%3D&s=3&g=&friend_source=0&s=3&friend_source=0; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1703346148; __zp_stoken__=fab0fw4ItDw8zW1dcAw1da2NSVW1LeE7Cs0XCqlPCrMK5wqbCtUR5WlHCq17CnsKjwoTCrMKIRMKnwq3Cr23DscKWwqfCk8KRQsKeT8KVS8KWxJHDvsKMxZvEr8KvwrPCmTMoCg4PCQoNCQgODQAECA4NDgoLDQ4JDQwKCTIvw7LDhcS0MDU5NCVOSksGSV9cQltFBVZDRzczBwkCBzMpMjQ3N8K5MsKxB8K9M8K3BMK9N8K2UjQ%2FNzPCtHsiO3AGwrTDngPCs8OgAFZSb1fDhFzCvcSyw5bCs8OdKzU0wrTEtjw0ED4wMDo1Mz8wNCAzwrTDh1jCuMS1w5PCsMOGJTQQODQ1OjIwNDU4MD4gNTwoJjQyJDwBCAYLDSE5wrZWwrfDkjQ1; __c=1703341687; __a=17707652.1697770260.1701449059.1703341687.85.8.16.56; geek_zp_token=V1R9knEuT92FtjVtRuzx4bLSyw6j7RwC4~\",\n",
    "    \"Referer\": \"https://www.zhipin.com/web/geek/job?query=%E5%B9%BF%E5%91%8A%E7%AD%96%E5%88%92&city=101280100\",\n",
    "    \"Sec-Ch-Ua\": \"\\\"Google Chrome\\\";v=\\\"119\\\", \\\"Chromium\\\";v=\\\"119\\\", \\\"Not?A_Brand\\\";v=\\\"24\\\"\",\n",
    "    \"Sec-Ch-Ua-Mobile\": \"?0\",\n",
    "    \"Sec-Ch-Ua-Platform\": \"\\\"Windows\\\"\",\n",
    "    \"Sec-Fetch-Dest\": \"empty\",\n",
    "    \"Sec-Fetch-Mode\": \"cors\",\n",
    "    \"Sec-Fetch-Site\": \"same-origin\",\n",
    "    \"Token\": \"ohA5HGjEMhkDtn3E\",\n",
    "    \"Traceid\": \"82E8BB90-BBA8-442C-BC0B-3955CBBC4BA8\",\n",
    "    \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36\",\n",
    "    \"X-Requested-With\": \"XMLHttpRequest\",\n",
    "    \"Zp_token\": \"V1R9knEuT92FtjVtRuzx4bLSyw6j7RwC4~\"\n",
    "}"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "outputs": [],
   "source": [
    "# headers2 = {\n",
    "#     \"Accept\": \"*/*\",\n",
    "#     \"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "#     \"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "#     \"Cookie\": \"lastCity=101280100; wd_guid=6d94fbd6-1540-49ea-994c-55cff058429a; historyState=state; _bl_uid=qdlmXnt6y580zjlUL218jC8gtdIC; collection_pop_window=1; __zp_seo_uuid__=e3054422-646a-4345-bb17-10e1f231f4b6; __g=-; __l=r=https%3A%2F%2Fcn.bing.com%2F&l=%2Fwww.zhipin.com%2Fguangzhou%2F&s=1&g=&s=3&friend_source=0; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1701316660,1701398978,1701449062,1703341687; boss_login_mode=wechat; wt2=DOIKEbUPCq0Wy12BJmZAyjHU5HQC_E-iQJ-NA9mNyhx0hhLTcm_li6C3-SArtsumWEVmXjyRU96qyLyQypKjSOw~~; wbg=0; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1703343713; __c=1703341687; __a=17707652.1697770260.1701449059.1703341687.80.8.11.51; __zp_stoken__=fab0fw4JDw4EANllUXAwIX2hjXVBvSHhBwrZHwqlTwqPCvMKkwrZEdl9TwqzCosKoW8KqwrnCrsK3wrFYwrLClMKuwq%2FCi27CjUnClMKawqFPwpnElMO8wo%2FFk2TCu8KxwpozJw8MDAkFCAsLDgIFBgsOAgsICA0BDA8PCgY3LcOxw4XEuzU3OjQqS0hIBkZaXkFbSgBUQEc4NgUKAgg2KzE0ODLCuzHCsQjCuDHCtATCsjLCtFE0MDIxwrd7LT5yBcK0w5EGwrHDowBZV21Uw4RTwrjDiBnCtMOdLjc3wrTEuTk2Ez4%2FNTg2MzA1NiMzSMOCWsK7w40QwrLDiiY0Hz02Njo9NTY2OD87IjY8ISM2MSQzBAoFCwIkO8K1VsK4w5c2Ng%3D%3D; geek_zp_token=V1R9knEuT92FtjVtRuzx4bLS-26DjXxyQ~\",\n",
    "#     \"Referer\": \"https://www.zhipin.com/web/geek/job?query=4a%E5%B9%BF%E5%91%8A%E5%85%AC%E5%8F%B8%E5%AE%9E%E4%B9%A0%E7%94%9F&city=101280100\",\n",
    "#     \"Sec-Ch-Ua\": \"\\\"Google Chrome\\\";v=\\\"119\\\", \\\"Chromium\\\";v=\\\"119\\\", \\\"Not?A_Brand\\\";v=\\\"24\\\"\",\n",
    "#     \"Sec-Ch-Ua-Mobile\": \"?0\",\n",
    "#     \"Sec-Ch-Ua-Platform\": \"\\\"Windows\\\"\",\n",
    "#     \"Sec-Fetch-Dest\": \"empty\",\n",
    "#     \"Sec-Fetch-Mode\": \"cors\",\n",
    "#     \"Sec-Fetch-Site\": \"same-origin\",\n",
    "#     \"Token\": \"ohA5HGjEMhkDtn3E\",\n",
    "#     \"Traceid\": \"CF9D309E-F76E-4492-B3DE-9EB4A9081AF6\",\n",
    "#     \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/119.0.0.0 Safari/537.36\",\n",
    "#     \"X-Requested-With\": \"XMLHttpRequest\",\n",
    "#     \"Zp_token\": \"V1R9knEuT92FtjVtRuzx4bLS-26DjXxyQ~\"\n",
    "# }"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "outputs": [],
   "source": [
    "# token = session.get('https://www.zhipin.com/wapi/zppassport/get/zpToken?v=1703344519879',headers=headers2)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "outputs": [
    {
     "data": {
      "text/plain": "{'code': 0,\n 'message': 'Success',\n 'zpData': {'token': 'V1R9knEuT92FtjVtRuzx4bLS6w6zjUwCQ~'}}"
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# respon = token.json()\n",
    "# respon"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "outputs": [],
   "source": [
    "# respon['zpData']['token']"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "outputs": [],
   "source": [
    "cities={\n",
    "    '北京':'101010100',\n",
    "    '上海':'101020100',\n",
    "    '广州':'101280100',\n",
    "    '深圳':'101280600'\n",
    "}"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "outputs": [],
   "source": [
    "def get_cities(city):\n",
    "    return cities[str(city)]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "outputs": [],
   "source": [
    "关键词 = input(\"输入职位关键词\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "outputs": [],
   "source": [
    "城市 = input(\"输入城市，目前支持北京、上海、广州、深圳\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "outputs": [
    {
     "data": {
      "text/plain": "'深圳'"
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "城市"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%E5%B9%BF%E5%91%8A%E7%AD%96%E5%88%92\n"
     ]
    }
   ],
   "source": [
    "import urllib.parse\n",
    "encoded_content = urllib.parse.quote(str(关键词))\n",
    "print(encoded_content)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "outputs": [],
   "source": [
    "from requests_html import AsyncHTMLSession\n",
    "asession = AsyncHTMLSession()\n",
    "r = await asession.get('https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query='+str(encoded_content)+'&city='+str(get_cities(城市))+'&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30',headers=headers)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "outputs": [
    {
     "data": {
      "text/plain": "<Response [200]>"
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "outputs": [
    {
     "data": {
      "text/plain": "{'code': 0,\n 'message': 'Success',\n 'zpData': {'resCount': 450,\n  'filterString': '',\n  'lid': '3AMQQLK3WTY',\n  'hasMore': True,\n  'jobList': [{'securityId': '6hubdavaM0qyN-615OIyCwaoiSnt-DFhsZemhhF71Su8Sqv-CLiSneH-BecJrydXyCbAsCoVnizdJ0DnV7SV-iyAEqVGQL4qrfoaa-tlnHh-5M54oF2XB3R_AiG8f84UcENrH3ML2gK8YUFT_lgsYs2G',\n    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230907/607f1f3d68754fd0144a1d614c2bd02479ce5b01f573f329c7d637379e4d51cbfd9291d376af1b90_s.jpg.webp',\n    'bossCert': 3,\n    'encryptBossId': 'd21c297ba07a40010XVy29q8GFpU',\n    'bossName': '黄艺海',\n    'bossTitle': '总经理',\n    'goldHunter': 0,\n    'bossOnline': True,\n    'encryptJobId': '72edcc2d7512ac871HZ-39S9FFNU',\n    'expectId': 0,\n    'jobName': '广告创意策划',\n    'lid': '3AMQQLK3WTY.search.1',\n    'salaryDesc': '10-15K',\n    'jobLabels': ['经验不限', '大专'],\n    'jobValidStatus': 1,\n    'iconWord': '',\n    'skills': ['视频/直播广告',\n     '微博/微信广告',\n     '图文广告',\n     'PS',\n     'AE',\n     'PR',\n     '美术设计专业',\n     'Flash动画制作',\n     '企业/自有品牌'],\n    'jobExperience': '经验不限',\n    'daysPerWeekDesc': '',\n    'leastMonthDesc': '',\n    'jobDegree': '大专',\n    'cityName': '深圳',\n    'areaDistrict': '',\n    'businessDistrict': '',\n    'jobType': 0,\n    'proxyJob': 0,\n    'proxyType': 0,\n    'anonymous': 0,\n    'outland': 0,\n    'optimal': 0,\n    'iconFlagList': [],\n    'itemId': 1,\n    'city': 101280600,\n    'isShield': 0,\n    'atsDirectPost': False,\n    'gps': None,\n    'lastModifyTime': 1702610957000,\n    'encryptBrandId': '911bb792dee082e51nJ-3tq0GVs~',\n    'brandName': '恒信华典',\n    'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n    'brandStageName': '',\n    'brandIndustry': '其他生活服务',\n    'brandScaleName': '0-20人',\n    'welfareList': [],\n    'industry': 101106,\n    'contact': False},\n   {'securityId': 'tUtLViHLDLFU8-I1-KQ-RcUZdw1QzNnyAgPtJfOOX1u-O8GgrMUYwYKVW-6RULqV7WhVWX76l9NiiEIw1YTbJpfm198ZIhxFU9fuXOxmttG0ataNiV_KtN5HmW2iULS5yLSBk4rrvPxll5uzsNLclj2t',\n    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210326/e1e07117032ad934e03a26fca32483c22004690371ab772ed5a01f661617a83b_s.jpg',\n    'bossCert': 3,\n    'encryptBossId': 'e456299d046a8f040nZ42960FlJV',\n    'bossName': '廖先生',\n    'bossTitle': '招聘者',\n    'goldHunter': 0,\n    'bossOnline': True,\n    'encryptJobId': '20aaf9378d061f1b1nB52NS0EFVS',\n    'expectId': 0,\n    'jobName': '资深广告策划',\n    'lid': '3AMQQLK3WTY.search.2',\n    'salaryDesc': '12-24K·13薪',\n    'jobLabels': ['3-5年', '本科'],\n    'jobValidStatus': 1,\n    'iconWord': '',\n    'skills': ['4A广告公司', '新媒体广告', '乙方经验'],\n    'jobExperience': '3-5年',\n    'daysPerWeekDesc': '',\n    'leastMonthDesc': '',\n    'jobDegree': '本科',\n    'cityName': '深圳',\n    'areaDistrict': '南山区',\n    'businessDistrict': '科技园',\n    'jobType': 0,\n    'proxyJob': 0,\n    'proxyType': 0,\n    'anonymous': 0,\n    'outland': 0,\n    'optimal': 0,\n    'iconFlagList': [],\n    'itemId': 2,\n    'city': 101280600,\n    'isShield': 0,\n    'atsDirectPost': False,\n    'gps': None,\n    'lastModifyTime': 1680868017000,\n    'encryptBrandId': '23ad0edf9264273b1nB93Nm8GVo~',\n    'brandName': '穿梭机',\n    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20210422/360259518e07bc660eaa1056d50ecbeb2004690371ab772ed5a01f661617a83b.jpg',\n    'brandStageName': '不需要融资',\n    'brandIndustry': '广告/公关/会展',\n    'brandScaleName': '20-99人',\n    'welfareList': ['节日福利',\n     '加班补助',\n     '年终奖',\n     '五险一金',\n     '交通补助',\n     '餐补',\n     '带薪年假',\n     '员工旅游',\n     '零食下午茶'],\n    'industry': 100101,\n    'contact': False},\n   {'securityId': '6j6qrvtlnMYde-l1sAu5SdmXeCtBvXwpCPRh5TLmWBMB8jQi7YRneo1COsO_KORp9KYjOecuUbUMY1Py4kW4RxgAoSmHVGSsxyLzBTyuBKHoyVblQ9E~',\n    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230131/607f1f3d68754fd0470435a870a0e5026678bba0d9aa979dd6a41f7be571884280f1fe063ce9c3fe_s.png',\n    'bossCert': 3,\n    'encryptBossId': 'c4b33263959b0f2b0HJ43tS-F1Q~',\n    'bossName': '康洁燕',\n    'bossTitle': 'HR',\n    'goldHunter': 0,\n    'bossOnline': False,\n    'encryptJobId': '552acce8d59191c51X1y2tS1EVBQ',\n    'expectId': 0,\n    'jobName': '广告策划',\n    'lid': '3AMQQLK3WTY.search.3',\n    'salaryDesc': '10-15K',\n    'jobLabels': ['3-5年', '大专'],\n    'jobValidStatus': 1,\n    'iconWord': '',\n    'skills': ['线上', '有策划经验', '4A广告公司经验', '全案', '营销方案', '招投标'],\n    'jobExperience': '3-5年',\n    'daysPerWeekDesc': '',\n    'leastMonthDesc': '',\n    'jobDegree': '大专',\n    'cityName': '深圳',\n    'areaDistrict': '南山区',\n    'businessDistrict': '科技园',\n    'jobType': 0,\n    'proxyJob': 0,\n    'proxyType': 0,\n    'anonymous': 0,\n    'outland': 0,\n    'optimal': 0,\n    'iconFlagList': [],\n    'itemId': 3,\n    'city': 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False,\n    'gps': None,\n    'lastModifyTime': 1701709290000,\n    'encryptBrandId': '39166185b9e21f3c1HR729-5GVA~',\n    'brandName': '草木之间',\n    'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n    'brandStageName': '不需要融资',\n    'brandIndustry': '文化艺术/娱乐',\n    'brandScaleName': '20-99人',\n    'welfareList': ['企业年金',\n     '带薪年假',\n     '交通补助',\n     '五险一金',\n     '节日福利',\n     '夜班补助',\n     '生日福利',\n     '加班补助',\n     '意外险',\n     '保底工资',\n     '底薪加提成',\n     '绩效奖金',\n     '节假日加班费',\n     '年终奖',\n     '员工旅游',\n     '零食下午茶',\n     '全勤奖',\n     '团建聚餐'],\n    'industry': 100104,\n    'contact': False},\n   {'securityId': 'ir4CDO0OMfaoi-_1gS4AZMP9XnsPAhqldyOyaGk3S7I5EBSOIN-oYHwR0mpVP9MHZRbDS0mbC8nPCosQcXHqOS4D4g5GfapnQza1X3SPzyg0IB1t',\n    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200714/38b008a3990f7c4108f524e932cae6ff998435efe4988b9cf5883a7bcd2086c3_s.jpg',\n    'bossCert': 3,\n    'encryptBossId': '1dfe86d6d38bcefc1nV90tq_F1BW',\n    'bossName': '李祚丽',\n    'bossTitle': '猎头顾问',\n    'goldHunter': 1,\n    'bossOnline': False,\n    'encryptJobId': '6de7a286b2eb02d61HVy2tS4FlFW',\n    'expectId': 0,\n    'jobName': '广告策划经理（效果广告）',\n    'lid': '3AMQQLK3WTY.search.29',\n    'salaryDesc': '15-25K·15薪',\n    'jobLabels': ['3-5年', '学历不限'],\n    'jobValidStatus': 1,\n    'iconWord': '',\n    'skills': ['视频/直播广告', '图文广告', '信息流广告', '广告策划', '文案策划'],\n    'jobExperience': '3-5年',\n    'daysPerWeekDesc': '',\n    'leastMonthDesc': '',\n    'jobDegree': '学历不限',\n    'cityName': '深圳',\n    'areaDistrict': '',\n    'businessDistrict': '',\n    'jobType': 0,\n    'proxyJob': 1,\n    'proxyType': 1,\n    'anonymous': 20,\n    'outland': 0,\n    'optimal': 0,\n    'iconFlagList': [8],\n    'itemId': 29,\n    'city': 101280600,\n    'isShield': 0,\n    'atsDirectPost': False,\n    'gps': None,\n    'lastModifyTime': 1698633008000,\n    'encryptBrandId': '5aae7a9ce7fd2e311nV62NQ~',\n    'brandName': '某知名互联网公司',\n    'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/n-af8dd288f86448d9eaaf3a4b0fd60b27.png',\n    'brandStageName': 'C轮',\n    'brandIndustry': '互联网',\n    'brandScaleName': '1000-9999人',\n    'welfareList': [],\n    'industry': 100020,\n    'contact': False},\n   {'securityId': 'pfWjEa2u6BgmS-31ZgktA5bwrvam7_KYzLdMRvTfGYX1QdENgGgh_srPa1rb8_c-DDDJUpGNYRPBwv9qjVva2gSeOvZoWdoteIObE-R-ynhPI5qbIjpx',\n    'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230922/607f1f3d68754fd0d6ee45762ce9ba46ae42605111367cfcda1ad8ec3e8df409f88c18b6b9ba1a3f_s.jpg.webp',\n    'bossCert': 3,\n    'encryptBossId': '47471cb32477a2cf0XZ62tq6GFVR',\n    'bossName': '徐先生',\n    'bossTitle': '招聘者',\n    'goldHunter': 0,\n    'bossOnline': False,\n    'encryptJobId': '17bc424a3f1c907b1HV_2d-5EVtS',\n    'expectId': 0,\n    'jobName': '广告创意策划',\n    'lid': '3AMQQLK3WTY.search.30',\n    'salaryDesc': '12-17K·13薪',\n    'jobLabels': ['经验不限', '学历不限'],\n    'jobValidStatus': 1,\n    'iconWord': '',\n    'skills': ['企业/自有品牌'],\n    'jobExperience': '经验不限',\n    'daysPerWeekDesc': '',\n    'leastMonthDesc': '',\n    'jobDegree': '学历不限',\n    'cityName': '深圳',\n    'areaDistrict': '福田区',\n    'businessDistrict': '梅林',\n    'jobType': 0,\n    'proxyJob': 0,\n    'proxyType': 0,\n    'anonymous': 0,\n    'outland': 0,\n    'optimal': 0,\n    'iconFlagList': [],\n    'itemId': 30,\n    'city': 101280600,\n    'isShield': 0,\n    'atsDirectPost': False,\n    'gps': None,\n    'lastModifyTime': 1702512698000,\n    'encryptBrandId': '9c8a50add82f691d1HR-09m0EFI~',\n    'brandName': '深圳市光伦文化创意',\n    'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20231014/7b5b554d84f9729cd6ee45762ce9ba46ae42605111367cfcda1ad8ec3e8df409f88c18b6b9ba1a3f.jpg.webp',\n    'brandStageName': '未融资',\n    'brandIndustry': '广播/影视',\n    'brandScaleName': '0-20人',\n    'welfareList': ['团建聚餐',\n     '保底工资',\n     '定期体检',\n     '年终奖',\n     '底薪加提成',\n     '员工旅游',\n     '绩效奖金',\n     '五险一金'],\n    'industry': 100103,\n    'contact': False}],\n  'totalCount': 300,\n  'brandCard': None}}"
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_data = r.json()\n",
    "response_data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "outputs": [],
   "source": [
    "import pandas as pd"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "outputs": [
    {
     "data": {
      "text/plain": "10"
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = [int(response_data['zpData']['totalCount']/30) if response_data['zpData']['totalCount']%30==0 else int(response_data['zpData']['totalCount']/30)-1]\n",
    "page = page[0]\n",
    "page"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "outputs": [],
   "source": [
    "import time\n",
    "import random\n",
    "wait_time = random.randint(90,120)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "目前爬取到第1页\n",
      "目前爬取到第2页\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'jobList'",
     "output_type": "error",
     "traceback": [
      "\u001B[1;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[1;31mKeyError\u001B[0m                                  Traceback (most recent call last)",
      "Cell \u001B[1;32mIn[184], line 21\u001B[0m\n\u001B[0;32m     19\u001B[0m     r \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;01mawait\u001B[39;00m asession\u001B[38;5;241m.\u001B[39mget(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mhttps://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;241m+\u001B[39m\u001B[38;5;28mstr\u001B[39m(encoded_content)\u001B[38;5;241m+\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m&city=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;241m+\u001B[39m\u001B[38;5;28mstr\u001B[39m(get_cities(城市))\u001B[38;5;241m+\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;241m+\u001B[39m\u001B[38;5;28mstr\u001B[39m(i\u001B[38;5;241m+\u001B[39m\u001B[38;5;241m1\u001B[39m)\u001B[38;5;241m+\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m&pageSize=30\u001B[39m\u001B[38;5;124m'\u001B[39m,headers\u001B[38;5;241m=\u001B[39mheaders)\n\u001B[0;32m     20\u001B[0m     response_data \u001B[38;5;241m=\u001B[39m r\u001B[38;5;241m.\u001B[39mjson()\n\u001B[1;32m---> 21\u001B[0m     df_A \u001B[38;5;241m=\u001B[39m pd\u001B[38;5;241m.\u001B[39mjson_normalize(response_data[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mzpData\u001B[39m\u001B[38;5;124m'\u001B[39m][\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mjobList\u001B[39m\u001B[38;5;124m'\u001B[39m])\n\u001B[0;32m     22\u001B[0m     response_concat\u001B[38;5;241m.\u001B[39mappend(df_A)\n\u001B[0;32m     24\u001B[0m df_boss \u001B[38;5;241m=\u001B[39m pd\u001B[38;5;241m.\u001B[39mconcat(response_concat)\n",
      "\u001B[1;31mKeyError\u001B[0m: 'jobList'"
     ]
    }
   ],
   "source": [
    "response_concat = []\n",
    "for i in range(page):\n",
    "    # import time\n",
    "    # timestamp = time.time()\n",
    "    # timestamp = int(timestamp * 1000)\n",
    "    # token = session.get('https://www.zhipin.com/wapi/zppassport/get/zpToken?v='+str(timestamp),headers=headers2)\n",
    "    # respon_token = token.json()\n",
    "    # respon_token = respon_token['zpData']['token']\n",
    "    # headers['Zp_token'] = respon_token\n",
    "    time.sleep(wait_time)\n",
    "    import pandas as pd\n",
    "    from requests_html2 import HTMLSession\n",
    "    session = HTMLSession()\n",
    "    print('目前爬取到第'+str(i+1)+'页')\n",
    "    from requests_html import AsyncHTMLSession\n",
    "    asession = AsyncHTMLSession()\n",
    "    r = await asession.get('https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query='+str(encoded_content)+'&city='+str(get_cities(城市))+'&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page='+str(i+1)+'&pageSize=30',headers=headers)\n",
    "    response_data = r.json()\n",
    "    df_A = pd.json_normalize(response_data['zpData']['jobList'])\n",
    "    response_concat.append(df_A)\n",
    "\n",
    "df_boss = pd.concat(response_concat)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "outputs": [
    {
     "data": {
      "text/plain": "                                           securityId  \\\n0   hfMqONLPiIrqN-c166RcnlznSnioyYKeEP34ov4zm-HLf-...   \n1   06hnt1qfWhzey-K1NbGDJnCu3SkZEaQIixV5RVjbtb5G4P...   \n2   OzqJzP_HZXEzA-01nMG5zi4Tcp6GCqmX5M_8j4Vg6OAiay...   \n3   CGEfLE39l3btJ-f1iPVTTtAY2L71jtYrHKM9K8VgRImp4e...   \n4   mm2HSXtRHlOs0-p1dzRDsWj9zfx9KpfAdPOQkd7t93VVTx...   \n..                                                ...   \n25  vKaXeN9xYl1Rg-S1OpvmlYdfnhfiTj2F59EzsPFI22AZo-...   \n26  dLs7zP-QrTG2M-414DPITotiK9y32R-HjILnmVCSge8eYN...   \n27  SG5ZHSLbMhMnM-v1K6NdJdW4QN-aLZpG4y3ArkE-ACidn0...   \n28  FGG5WaeZvk2Zg-a1JnKj3_tHSW_lk5NBjJ0r2bJY9rrCNS...   \n29  IbQOJkOXEEILE-l1lhwAMMBQDaWWXEZPTfXhtqsGuYiF3f...   \n\n                                           bossAvatar  bossCert  \\\n0   https://img.bosszhipin.com/beijin/upload/avata...         3   \n1   https://img.bosszhipin.com/beijin/upload/avata...         3   \n2   https://img.bosszhipin.com/beijin/upload/avata...         3   \n3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n4   https://img.bosszhipin.com/beijin/upload/avata...         3   \n..                                                ...       ...   \n25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n26  https://img.bosszhipin.com/beijin/upload/avata...         3   \n27  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n29  https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n\n                   encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n0   c4b33263959b0f2b0HJ43tS-F1Q~      康洁燕        HR           0       False   \n1   d21c297ba07a40010XVy29q8GFpU      黄艺海       总经理           0       False   \n2   e456299d046a8f040nZ42960FlJV      廖先生       招聘者           0        True   \n3   5726b5180a39dce50nF40924ElVT      陈女士      运营总监           0       False   \n4   29ffa0b2d1e825850nNz2Ni6F1ZX       吴丹    行政人事经理           0       False   \n..                           ...      ...       ...         ...         ...   \n25  6c66b1c8b91d84f00XR-2Nq9F1Y~      谭女士      人事经理           0       False   \n26  2ae2a1163782d6871nd43ty5ElM~      欧先生  华南大区招聘经理           0       False   \n27  0c9155556454728d0XVy29i8EVZW      王先生        运营           0       False   \n28  196b93334e1723c70XR939S1E1dT      钟海鑫       招聘者           0       False   \n29  c65fa9ea284def740XZ-39W7EFZY      杨女士        人事           0       False   \n\n                    encryptJobId  expectId  ... lastModifyTime  \\\n0   552acce8d59191c51X1y2tS1EVBQ         0  ...  1703037360000   \n1   72edcc2d7512ac871HZ-39S9FFNU         0  ...  1702610957000   \n2   20aaf9378d061f1b1nB52NS0EFVS         0  ...  1680868017000   \n3   be7100b5a37332511HVz2du8GVFU         0  ...  1702521334000   \n4   9fac4ddb68af55321X1639u-EFNS         0  ...  1691540061000   \n..                           ...       ...  ...            ...   \n25  fb609219347d0ddd1Xx709u-E1tW         0  ...  1687737806000   \n26  ba58c12d03bd9e011X190t-6EVBS         0  ...  1694996375000   \n27  796a013a8d9b4d4e1HZ539i4E1ZT         0  ...  1700891759000   \n28  43f181e2279115851HZ_3ti0EVVZ         0  ...  1703077788000   \n29  7e56fd77dbde40151HZy3ty1EVZZ         0  ...  1703311840000   \n\n                  encryptBrandId    brandName  \\\n0   8e1156482404fb851nJ_3di6F1c~         联动精准   \n1   911bb792dee082e51nJ-3tq0GVs~         恒信华典   \n2   23ad0edf9264273b1nB93Nm8GVo~          穿梭机   \n3   de23a4b41a3bfbb61XZ73Nq9GVE~         万世传媒   \n4   27226666d18513b11HJ629m5FA~~         中视五方   \n..                           ...          ...   \n25  d2009cb8944334791n143ty_Ew~~         华佗创意   \n26      f2fd5ed238dfe1871nBy2tq_       新潮传媒集团   \n27  2019db699ed80f2c1XF82d25GVU~  深圳市福田区优优...   \n28  65dde9ba6cb8ecea1Xx_2t-5FlY~  深圳市锐泽锋互联...   \n29  7aedbbae077e10bd1HV709W_EFY~   深圳市安捷视智能科技   \n\n                                            brandLogo  brandStageName  \\\n0   https://c-res.zhipin.com/jrs/857acad5ccf46002d...           不需要融资   \n1   https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n2   https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n3   https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n4   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n..                                                ...             ...   \n25  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n26  https://img.bosszhipin.com/beijin/mcs/chatphot...           D轮及以上   \n27  https://img.bosszhipin.com/beijin/upload/com/w...                   \n28  https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n29  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n\n   brandIndustry brandScaleName  \\\n0       广告/公关/会展       100-499人   \n1         其他生活服务          0-20人   \n2       广告/公关/会展         20-99人   \n3            互联网         20-99人   \n4        社交网络与媒体         20-99人   \n..           ...            ...   \n25      广告/公关/会展       100-499人   \n26         移动互联网     1000-9999人   \n27          其他行业         20-99人   \n28          电子商务         20-99人   \n29          电子商务         20-99人   \n\n                                          welfareList industry contact  \n0                  [全勤奖, 员工旅游, 节日福利, 年终奖, 五险一金, 带薪年假]   100101   False  \n1                                                  []   101106   False  \n2   [节日福利, 加班补助, 年终奖, 五险一金, 交通补助, 餐补, 带薪年假, 员工旅游, ...   100101   False  \n3   [生日福利, 节日福利, 有无线网, 节假日加班费, 团建聚餐, 保底工资, 带薪年假, 零...   100020   False  \n4            [通讯补贴, 节日福利, 五险一金, 餐补, 年终奖, 带薪年假, 零食下午茶]   100003   False  \n..                                                ...      ...     ...  \n25  [保底工资, 意外险, 交通补助, 带薪年假, 零食下午茶, 员工旅游, 五险一金, 餐补,...   100101   False  \n26  [带薪年假, 生日福利, 免费工装, 零食下午茶, 定期体检, 有无线网, 节日福利, 保底...   100019   False  \n27  [带薪年假, 全勤奖, 保底工资, 绩效奖金, 法定节假日三薪, 交通补助, 年终奖, 底薪...   101304   False  \n28   [生日福利, 节日福利, 绩效奖金, 五险一金, 底薪加提成, 保底工资, 有无线网, 工龄奖]   100001   False  \n29                                                 []   100001   False  \n\n[90 rows x 46 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>securityId</th>\n      <th>bossAvatar</th>\n      <th>bossCert</th>\n      <th>encryptBossId</th>\n      <th>bossName</th>\n      <th>bossTitle</th>\n      <th>goldHunter</th>\n      <th>bossOnline</th>\n      <th>encryptJobId</th>\n      <th>expectId</th>\n      <th>...</th>\n      <th>lastModifyTime</th>\n      <th>encryptBrandId</th>\n      <th>brandName</th>\n      <th>brandLogo</th>\n      <th>brandStageName</th>\n      <th>brandIndustry</th>\n      <th>brandScaleName</th>\n      <th>welfareList</th>\n      <th>industry</th>\n      <th>contact</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>hfMqONLPiIrqN-c166RcnlznSnioyYKeEP34ov4zm-HLf-...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>c4b33263959b0f2b0HJ43tS-F1Q~</td>\n      <td>康洁燕</td>\n      <td>HR</td>\n      <td>0</td>\n      <td>False</td>\n      <td>552acce8d59191c51X1y2tS1EVBQ</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1703037360000</td>\n      <td>8e1156482404fb851nJ_3di6F1c~</td>\n      <td>联动精准</td>\n      <td>https://c-res.zhipin.com/jrs/857acad5ccf46002d...</td>\n      <td>不需要融资</td>\n      <td>广告/公关/会展</td>\n      <td>100-499人</td>\n      <td>[全勤奖, 员工旅游, 节日福利, 年终奖, 五险一金, 带薪年假]</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>06hnt1qfWhzey-K1NbGDJnCu3SkZEaQIixV5RVjbtb5G4P...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>d21c297ba07a40010XVy29q8GFpU</td>\n      <td>黄艺海</td>\n      <td>总经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>72edcc2d7512ac871HZ-39S9FFNU</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1702610957000</td>\n      <td>911bb792dee082e51nJ-3tq0GVs~</td>\n      <td>恒信华典</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td></td>\n      <td>其他生活服务</td>\n      <td>0-20人</td>\n      <td>[]</td>\n      <td>101106</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>OzqJzP_HZXEzA-01nMG5zi4Tcp6GCqmX5M_8j4Vg6OAiay...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>e456299d046a8f040nZ42960FlJV</td>\n      <td>廖先生</td>\n      <td>招聘者</td>\n      <td>0</td>\n      <td>True</td>\n      <td>20aaf9378d061f1b1nB52NS0EFVS</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1680868017000</td>\n      <td>23ad0edf9264273b1nB93Nm8GVo~</td>\n      <td>穿梭机</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>不需要融资</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>[节日福利, 加班补助, 年终奖, 五险一金, 交通补助, 餐补, 带薪年假, 员工旅游, ...</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>CGEfLE39l3btJ-f1iPVTTtAY2L71jtYrHKM9K8VgRImp4e...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>5726b5180a39dce50nF40924ElVT</td>\n      <td>陈女士</td>\n      <td>运营总监</td>\n      <td>0</td>\n      <td>False</td>\n      <td>be7100b5a37332511HVz2du8GVFU</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1702521334000</td>\n      <td>de23a4b41a3bfbb61XZ73Nq9GVE~</td>\n      <td>万世传媒</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>不需要融资</td>\n      <td>互联网</td>\n      <td>20-99人</td>\n      <td>[生日福利, 节日福利, 有无线网, 节假日加班费, 团建聚餐, 保底工资, 带薪年假, 零...</td>\n      <td>100020</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>mm2HSXtRHlOs0-p1dzRDsWj9zfx9KpfAdPOQkd7t93VVTx...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>29ffa0b2d1e825850nNz2Ni6F1ZX</td>\n      <td>吴丹</td>\n      <td>行政人事经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>9fac4ddb68af55321X1639u-EFNS</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1691540061000</td>\n      <td>27226666d18513b11HJ629m5FA~~</td>\n      <td>中视五方</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>不需要融资</td>\n      <td>社交网络与媒体</td>\n      <td>20-99人</td>\n      <td>[通讯补贴, 节日福利, 五险一金, 餐补, 年终奖, 带薪年假, 零食下午茶]</td>\n      <td>100003</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>vKaXeN9xYl1Rg-S1OpvmlYdfnhfiTj2F59EzsPFI22AZo-...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>6c66b1c8b91d84f00XR-2Nq9F1Y~</td>\n      <td>谭女士</td>\n      <td>人事经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>fb609219347d0ddd1Xx709u-E1tW</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1687737806000</td>\n      <td>d2009cb8944334791n143ty_Ew~~</td>\n      <td>华佗创意</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n      <td>未融资</td>\n      <td>广告/公关/会展</td>\n      <td>100-499人</td>\n      <td>[保底工资, 意外险, 交通补助, 带薪年假, 零食下午茶, 员工旅游, 五险一金, 餐补,...</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>dLs7zP-QrTG2M-414DPITotiK9y32R-HjILnmVCSge8eYN...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>2ae2a1163782d6871nd43ty5ElM~</td>\n      <td>欧先生</td>\n      <td>华南大区招聘经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>ba58c12d03bd9e011X190t-6EVBS</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1694996375000</td>\n      <td>f2fd5ed238dfe1871nBy2tq_</td>\n      <td>新潮传媒集团</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>D轮及以上</td>\n      <td>移动互联网</td>\n      <td>1000-9999人</td>\n      <td>[带薪年假, 生日福利, 免费工装, 零食下午茶, 定期体检, 有无线网, 节日福利, 保底...</td>\n      <td>100019</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>SG5ZHSLbMhMnM-v1K6NdJdW4QN-aLZpG4y3ArkE-ACidn0...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>0c9155556454728d0XVy29i8EVZW</td>\n      <td>王先生</td>\n      <td>运营</td>\n      <td>0</td>\n      <td>False</td>\n      <td>796a013a8d9b4d4e1HZ539i4E1ZT</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1700891759000</td>\n      <td>2019db699ed80f2c1XF82d25GVU~</td>\n      <td>深圳市福田区优优...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n      <td></td>\n      <td>其他行业</td>\n      <td>20-99人</td>\n      <td>[带薪年假, 全勤奖, 保底工资, 绩效奖金, 法定节假日三薪, 交通补助, 年终奖, 底薪...</td>\n      <td>101304</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>FGG5WaeZvk2Zg-a1JnKj3_tHSW_lk5NBjJ0r2bJY9rrCNS...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>196b93334e1723c70XR939S1E1dT</td>\n      <td>钟海鑫</td>\n      <td>招聘者</td>\n      <td>0</td>\n      <td>False</td>\n      <td>43f181e2279115851HZ_3ti0EVVZ</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1703077788000</td>\n      <td>65dde9ba6cb8ecea1Xx_2t-5FlY~</td>\n      <td>深圳市锐泽锋互联...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n      <td>不需要融资</td>\n      <td>电子商务</td>\n      <td>20-99人</td>\n      <td>[生日福利, 节日福利, 绩效奖金, 五险一金, 底薪加提成, 保底工资, 有无线网, 工龄奖]</td>\n      <td>100001</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>IbQOJkOXEEILE-l1lhwAMMBQDaWWXEZPTfXhtqsGuYiF3f...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>c65fa9ea284def740XZ-39W7EFZY</td>\n      <td>杨女士</td>\n      <td>人事</td>\n      <td>0</td>\n      <td>False</td>\n      <td>7e56fd77dbde40151HZy3ty1EVZZ</td>\n      <td>0</td>\n      <td>...</td>\n      <td>1703311840000</td>\n      <td>7aedbbae077e10bd1HV709W_EFY~</td>\n      <td>深圳市安捷视智能科技</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td></td>\n      <td>电子商务</td>\n      <td>20-99人</td>\n      <td>[]</td>\n      <td>100001</td>\n      <td>False</td>\n    </tr>\n  </tbody>\n</table>\n<p>90 rows × 46 columns</p>\n</div>"
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_boss"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "outputs": [
    {
     "data": {
      "text/plain": "'2023-12-23'"
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import time\n",
    "time.localtime()\n",
    "output_time = str(time.localtime().tm_year)+'-'\\\n",
    "              +str(time.localtime().tm_mon)+'-'\\\n",
    "             +str(time.localtime().tm_mday)\n",
    "output_time\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "folder_name = f\"excels/{城市}/{关键词}/{output_time}\"\n",
    "os.makedirs(folder_name, exist_ok=True)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "outputs": [],
   "source": [
    "df_boss.to_excel(f'excels/{城市}/{关键词}/{output_time}/boss直聘{城市}-{关键词}-{output_time}.xlsx')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "outputs": [
    {
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NaN   \n\n    brandIndustry  brandScaleName  \\\n0            广告营销           0-20人   \n1              日化        100-499人   \n2         文化艺术/娱乐          20-99人   \n3            广告营销           0-20人   \n4           计算机硬件        500-999人   \n5        广告/公关/会展          20-99人   \n6           广播/影视          20-99人   \n7         社交网络与媒体          20-99人   \n8            广告营销          20-99人   \n9           计算机软件        100-499人   \n10       音乐/视频/阅读           0-20人   \n11             游戏        100-499人   \n12        培训/辅导机构           0-20人   \n13        社交网络与媒体           0-20人   \n14       广告/公关/会展          20-99人   \n15          计算机服务          20-99人   \n16       音乐/视频/阅读           0-20人   \n17          批发/零售           0-20人   \n18             咨询          20-99人   \n19           医疗健康          20-99人   \n20        文化艺术/娱乐          20-99人   \n21       广告/公关/会展           0-20人   \n22           广告营销          20-99人   \n23       广告/公关/会展        100-499人   \n24       广告/公关/会展          20-99人   \n25             餐饮        100-499人   \n26            互联网           0-20人   \n27          计算机软件          20-99人   \n28           广告营销           0-20人   \n29           广告营销          20-99人   \n\n                                          welfareList industry  contact  \n0       ['员工旅游', '五险一金', '年终奖', '节日福利', '餐补', '带薪年假']   100004    False  \n1   ['带薪年假', '节日福利', '保底工资', '团建聚餐', '五险一金', '绩效奖金...   101002    False  \n2                     ['加班补助', '年终奖', '股票期权', '员工旅游']   100104    False  \n3                      ['带薪年假', '年终奖', '全勤奖', '定期体检']   100004    False  \n4   ['零食下午茶', '补充医疗保险', '节日福利', '带薪年假', '五险一金', '通...   100022    False  \n5      ['全勤奖', '节日福利', '员工旅游', '带薪年假', '五险一金', '年终奖']   100101    False  \n6              ['全勤奖', '节日福利', '加班补助', '五险一金', '年终奖']   100103    False  \n7                                                  []   100003    False  \n8   ['节日福利', '餐补', '定期体检', '五险一金', '员工旅游', '年终奖', ...   100004    False  \n9   ['带薪年假', '定期体检', '交通补助', '加班补助', '节日福利', '年终奖'...   100021    False  \n10  ['带薪年假', '节日福利', '零食下午茶', '年终奖', '股票期权', '员工旅游...   100011    False  \n11  ['全勤奖', '定期体检', '游泳健身', '餐补', '包吃', '年终奖', '员工...   100002    False  \n12                                                 []   100303    False  \n13                          ['节日福利', '底薪加提成', '五险一金']   100003    False  \n14  ['员工旅游', '年终奖', '定期体检', '餐补', '全勤奖', '股票期权', '...   100101    False  \n15                           ['带薪年假', '交通补助', '五险一金']   100023    False  \n16  ['交通补助', '补充医疗保险', '餐补', '带薪年假', '五险一金', '员工旅游...   100011    False  \n17                                                 []   100503    False  \n18  ['五险一金', '补充医疗保险', '股票期权', '年终奖', '员工旅游', '加班补...   100601    False  \n19                                                 []   100006    False  \n20                           ['五险一金', '定期体检', '员工旅游']   100104    False  \n21    ['五险一金', '零食下午茶', '年终奖', '员工旅游', '带薪年假', '全勤奖']   100101    False  \n22  ['加班补助', '年终奖', '五险一金', '节日福利', '带薪年假', '交通补助'...   100004    False  \n23   ['员工旅游', '五险一金', '节日福利', '带薪年假', '加班补助', '团建聚餐']   100101    False  \n24  ['股票期权', '交通补助', '零食下午茶', '住房补贴', '通讯补贴', '全勤奖...   100101    False  \n25              ['包吃', '年终奖', '零食下午茶', '全勤奖', '带薪年假']   101101    False  \n26  ['员工旅游', '补充医疗保险', '全勤奖', '年终奖', '五险一金', '带薪年假...   100020    False  \n27                                                 []   100021    False  \n28  ['年终奖', '交通补助', '带薪年假', '员工旅游', '五险一金', '定期体检'...   100004    False  \n29                                                 []   100004    False  \n\n[30 rows x 47 columns]",
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<th>0</th>\n      <td>0</td>\n      <td>1SCyT98Pw885i-v1M0wSiIIjMskbWubX_i6Dmf-hdphzMH...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>ee63b7a24a45783b0n180ty7E1o~</td>\n      <td>邵女士</td>\n      <td>人事经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>42b61d3da1181fe603x-0tq4FFM~</td>\n      <td>...</td>\n      <td>1680868890000</td>\n      <td>f4340e27b392f8191XRy39-_EQ~~</td>\n      <td>天富星龙文化传播</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['员工旅游', '五险一金', '年终奖', '节日福利', '餐补', '带薪年假']</td>\n      <td>100004</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>IyTKRcXzLWyQt-e1mZZvrUAx-xxB6xBtsiVAVepYUrae7K...</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n      <td>3</td>\n      <td>cce627931dd152120XV72tm9FVU~</td>\n      <td>孙先生</td>\n      <td>品牌总监</td>\n      <td>0</td>\n      <td>False</td>\n      <td>0cc7d299975e18c003R-2Nu-FVc~</td>\n      <td>...</td>\n      <td>1685408123000</td>\n      <td>7f050730092cc0b61Hxz3dm6Eg~~</td>\n      <td>能臣(上海)</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>日化</td>\n      <td>100-499人</td>\n      <td>['带薪年假', '节日福利', '保底工资', '团建聚餐', '五险一金', '绩效奖金...</td>\n      <td>101002</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>BfzPB7lzN1xZh-g1VN5VRLP7Nrhp80vnWST-Fgj5rhbTJF...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>51312ca7ff2d71f11H173d64F1M~</td>\n      <td>顾女士</td>\n      <td>ab</td>\n      <td>0</td>\n      <td>False</td>\n      <td>223e2aaf89c559271nF80tq4GVVR</td>\n      <td>...</td>\n      <td>1680843907000</td>\n      <td>d3dd081faad3b7390HV_2d25FA~~</td>\n      <td>天泰</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td>NaN</td>\n      <td>文化艺术/娱乐</td>\n      <td>20-99人</td>\n      <td>['加班补助', '年终奖', '股票期权', '员工旅游']</td>\n      <td>100104</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>HHfnCp3oaNuWS-x1_XGw_2_ufVOT3QhkXCxbV3bJI3pQRC...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>fd063f4611c701000nR929-4EFFZ</td>\n      <td>曹先生</td>\n      <td>创意负责人</td>\n      <td>0</td>\n      <td>False</td>\n      <td>f4a8973408e240e61nF529-7FlNX</td>\n      <td>...</td>\n      <td>1680773028000</td>\n      <td>f27e67fabc12a42b1XR92tW-Fw~~</td>\n      <td>薇生传播</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>不需要融资</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['带薪年假', '年终奖', '全勤奖', '定期体检']</td>\n      <td>100004</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>cB1jbdMcngdAW-J1iSDkpTbOC26RwKbOAMc_MnjhaJWEEa...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>f62f1c2a31e250d80nN70ti_GFI~</td>\n      <td>王女士</td>\n      <td>人事</td>\n      <td>0</td>\n      <td>False</td>\n      <td>ea8095e2fac46e531XF92tq0FVVQ</td>\n      <td>...</td>\n      <td>1680882009000</td>\n      <td>ce5c40ae628c41ea1XVy29u9EA~~</td>\n      <td>迪恒投影</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>计算机硬件</td>\n      <td>500-999人</td>\n      <td>['零食下午茶', '补充医疗保险', '节日福利', '带薪年假', '五险一金', '通...</td>\n      <td>100022</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>5</td>\n      <td>mYRADSYqG6TLF-D1Q0_pLQ61bSwwIK3QF9sVsiHeLNS_bs...</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n      <td>3</td>\n      <td>f70f3b7dabcefcbe1XVy39-6E1U~</td>\n      <td>张先生</td>\n      <td>招聘者</td>\n      <td>0</td>\n      <td>False</td>\n      <td>e45dec8eb5562c751nRy29-1E1dQ</td>\n      <td>...</td>\n      <td>1680768410000</td>\n      <td>8c096e830da7d5171nZ43tu_GVA~</td>\n      <td>上海同铸</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>不需要融资</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['全勤奖', '节日福利', '员工旅游', '带薪年假', '五险一金', '年终奖']</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>6</td>\n      <td>79g0LAi2CIRm6-V1hon8raJ8IxCCRdUbB8TA6ezqfmaKDN...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>cf869cc4faf8f4750HN-09-8E1M~</td>\n      <td>陈女士</td>\n      <td>人事经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>0769d40462093eb21XB-39W1ElBT</td>\n      <td>...</td>\n      <td>1690346512000</td>\n      <td>34b23285472f1ad61nN929-_Ew~~</td>\n      <td>概创文化</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>不需要融资</td>\n      <td>广播/影视</td>\n      <td>20-99人</td>\n      <td>['全勤奖', 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<td>78a7847bd3414faa0nN429q7FFQ~</td>\n      <td>王女士</td>\n      <td>HR</td>\n      <td>0</td>\n      <td>False</td>\n      <td>d70aaa9cefd569a21HN42tq6EVc~</td>\n      <td>...</td>\n      <td>1680756257000</td>\n      <td>2befa1a557ea8a081nB42dS7FQ~~</td>\n      <td>益家互动</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>不需要融资</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['节日福利', '餐补', '定期体检', '五险一金', '员工旅游', '年终奖', ...</td>\n      <td>100004</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>9</td>\n      <td>-iLhlq8RIu4f8-e1YooU_Xl0phUqwPTf6V4Tl37HhlL2Zp...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>5ae142bb460e148d0nR73t68FVRW</td>\n      <td>邓女士</td>\n      <td>h r</td>\n      <td>0</td>\n      <td>False</td>\n      <td>d22835d7814ea44b1XB82929EVZT</td>\n      <td>...</td>\n      <td>1680760659000</td>\n      <td>9aaa1c0b3462ae3503Jy2Ni5FQ~~</td>\n      <td>晨阑数据</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>已上市</td>\n      <td>计算机软件</td>\n      <td>100-499人</td>\n      <td>['带薪年假', '定期体检', '交通补助', '加班补助', '节日福利', '年终奖'...</td>\n      <td>100021</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>10</td>\n      <td>MmYVY0BB1q3JT-J14C7NMGoOAhfdaGbwHYjyryn7cOLzwJ...</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n      <td>3</td>\n      <td>e76f1635416fb80e1HBy2t-6FVQ~</td>\n      <td>张先生</td>\n      <td>监制</td>\n      <td>0</td>\n      <td>False</td>\n      <td>709a521a03d8a3cd1XZ929S0EFE~</td>\n      <td>...</td>\n      <td>1680850212000</td>\n      <td>714279786e330a0b1nd82d-4EA~~</td>\n      <td>RAIDERS奇兵</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>音乐/视频/阅读</td>\n      <td>0-20人</td>\n      <td>['带薪年假', '节日福利', '零食下午茶', '年终奖', '股票期权', '员工旅游...</td>\n      <td>100011</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>11</td>\n      <td>7hNKr68El3Bo_-J1qMR_fp7Sqt5eqh1crFvvSwMad2SSpg...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>12b1dceae96863b51n1839q0Elc~</td>\n      <td>姜女士</td>\n      <td>HR</td>\n      <td>0</td>\n      <td>False</td>\n      <td>43b0d8f203d865f51nV73ty8ElFR</td>\n      <td>...</td>\n      <td>1697704174000</td>\n      <td>d5dcf0944826cb100XF92Ni0GA~~</td>\n      <td>龙成</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>不需要融资</td>\n      <td>游戏</td>\n      <td>100-499人</td>\n      <td>['全勤奖', '定期体检', '游泳健身', '餐补', '包吃', '年终奖', '员工...</td>\n      <td>100002</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>12</td>\n      <td>qbqeuIJ6I1n6o-E1xly5Hjq4_JHQ5vGY1EFc_SsnzDFSDf...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>bf738a7e891d68850XVy2dy4FVZT</td>\n      <td>顾女士</td>\n      <td>HR</td>\n      <td>0</td>\n      <td>False</td>\n      <td>c5b3c3a6062536981HV62t6_EVVU</td>\n      <td>...</td>\n      <td>1699920210000</td>\n      <td>28055cdd558b0bdf33By3d27Ew~~</td>\n      <td>彦之郎留学</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td>NaN</td>\n      <td>培训/辅导机构</td>\n      <td>0-20人</td>\n      <td>[]</td>\n      <td>100303</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>13</td>\n      <td>qW6PbhhDJPYQs-V1MJblimugZ5gYlWHN9nGUTyS8kiGQBt...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>5570a16dcb823fc303N809-9GVQ~</td>\n      <td>刘女士</td>\n      <td>招聘者</td>\n      <td>0</td>\n      <td>False</td>\n      <td>b9c105e89603f9941XV52Ni9EFJW</td>\n      <td>...</td>\n      <td>1680749968000</td>\n      <td>c46793098300144f1nF52Nm9FVI~</td>\n      <td>逐量者</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td>NaN</td>\n      <td>社交网络与媒体</td>\n      <td>0-20人</td>\n      <td>['节日福利', '底薪加提成', '五险一金']</td>\n      <td>100003</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>14</td>\n      <td>erxzFf7zkbz8m-h11KGx_I9yv5-7ElH9cIN3yJlQtv6o4-...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>2619c99e5b046c3b1nV93dy5GFdU</td>\n      <td>朱女士</td>\n      <td>人事HR</td>\n      <td>0</td>\n      <td>False</td>\n      <td>5940bc4f7b60b8301HR_2927FFBT</td>\n      <td>...</td>\n      <td>1702388107000</td>\n      <td>bbad54a1132e23181XZ_2tq_FQ~~</td>\n      <td>慕楚广告</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['员工旅游', '年终奖', '定期体检', '餐补', '全勤奖', '股票期权', '...</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>15</td>\n      <td>hR30UpLT2LgJY-I1LKSg7qul938PTBIHUMJNMVXAAjoY1C...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>95be33c7814c9fe51nZ439-5E1tS</td>\n      <td>王女士</td>\n      <td>人事</td>\n      <td>0</td>\n      <td>False</td>\n      <td>3e60f48814d626c61n1y2ti6FlZX</td>\n      <td>...</td>\n      <td>1702473092000</td>\n      <td>a8beaebd0f6be4a01HN-3tW5EA~~</td>\n      <td>美宁</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>计算机服务</td>\n      <td>20-99人</td>\n      <td>['带薪年假', '交通补助', '五险一金']</td>\n      <td>100023</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>16</td>\n      <td>2ErdNAzbDOO9c-j1gbrWk0qjiW_VM9j6-2dEbWYqYHjZ3x...</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n      <td>3</td>\n      <td>2f5f46527cd83deb1nZ539W8EFI~</td>\n      <td>杜女士</td>\n      <td>招聘者</td>\n      <td>0</td>\n      <td>False</td>\n      <td>9e467cd46d16634a0nRy2du9EFU~</td>\n      <td>...</td>\n      <td>1681319936000</td>\n      <td>5efaa4f4c02ee99c1nx909W_Fg~~</td>\n      <td>懿帧传媒</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>不需要融资</td>\n      <td>音乐/视频/阅读</td>\n      <td>0-20人</td>\n      <td>['交通补助', '补充医疗保险', '餐补', '带薪年假', '五险一金', '员工旅游...</td>\n      <td>100011</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>17</td>\n      <td>h4VzOQ2inPDZ7-a1ubDNQDIC-h5_pUq-8_PMY9fKUqXQv8...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>2e376a0cad44e7350nV409i_FlVT</td>\n      <td>仇先生</td>\n      <td>经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>7856d07430e65bca1nVy09y5FVpU</td>\n      <td>...</td>\n      <td>1687167264000</td>\n      <td>ff284c8f17b8199a1nd829--FlQ~</td>\n      <td>星约</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td>不需要融资</td>\n      <td>批发/零售</td>\n      <td>0-20人</td>\n      <td>[]</td>\n      <td>100503</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>18</td>\n      <td>s8soANMjm4sLo-71QPcOF41WRKGgB2hu72ukx9R7k84xnb...</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n      <td>3</td>\n      <td>03158b2020fd085d1HR52N6_ElM~</td>\n      <td>鲍先生</td>\n      <td>招聘者</td>\n      <td>0</td>\n      <td>False</td>\n      <td>239fb2ec2fd7057f03F60ti5FlA~</td>\n      <td>...</td>\n      <td>1702988728000</td>\n      <td>89b1c2dcf8a8728a03N_3d68Ew~~</td>\n      <td>润业工场文旅科创园区</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n      <td>未融资</td>\n      <td>咨询</td>\n      <td>20-99人</td>\n      <td>['五险一金', '补充医疗保险', '股票期权', '年终奖', '员工旅游', '加班补...</td>\n      <td>100601</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>19</td>\n      <td>6e0rvDVwYPwoj-x1T9ZmWOJCQjI_GhqPy9carrrz0jhgkN...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>aa070909dc19c57c0nd-0t-6FFRW</td>\n      <td>肖女士</td>\n      <td>财务</td>\n      <td>0</td>\n      <td>False</td>\n      <td>d23d4c17325a0e571nJ62di0GVNS</td>\n      <td>...</td>\n      <td>1680755857000</td>\n      <td>c8f8c816e0c6c09f1nN_39W4ElA~</td>\n      <td>能量谷</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td>NaN</td>\n      <td>医疗健康</td>\n      <td>20-99人</td>\n      <td>[]</td>\n      <td>100006</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>20</td>\n      <td>igqIIyhgtwymC-61ZTkqfQDw1B0Nh-0XC8mZUYTWAkjm1Y...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>3817dd46afe3c6041H1_3tq1EVs~</td>\n      <td>喻先生</td>\n      <td>电商主管</td>\n      <td>0</td>\n      <td>False</td>\n      <td>da46875348be08a61n1-29S6GFZZ</td>\n      <td>...</td>\n      <td>1680758008000</td>\n      <td>11a074598a936fc41nZy3tq9FlE~</td>\n      <td>葡萄子传媒</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n      <td>B轮</td>\n      <td>文化艺术/娱乐</td>\n      <td>20-99人</td>\n      <td>['五险一金', '定期体检', '员工旅游']</td>\n      <td>100104</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>21</td>\n      <td>Xry1AZJMLPZxz-p11h9IWWWSwteUa4s5R6CjJZ-dBCOG9I...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>73631c5a5f8ae5d81Hd73N27GVY~</td>\n      <td>俞女士</td>\n      <td>人事</td>\n      <td>0</td>\n      <td>False</td>\n      <td>f1957b12d8d7d07f1HV629-1E1VT</td>\n      <td>...</td>\n      <td>1701062382000</td>\n      <td>59cf8c711cb5f5861XR529m7Flo~</td>\n      <td>上海米谊多广告有...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n      <td>未融资</td>\n      <td>广告/公关/会展</td>\n      <td>0-20人</td>\n      <td>['五险一金', '零食下午茶', '年终奖', '员工旅游', '带薪年假', '全勤奖']</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>22</td>\n      <td>N4sNw9uMlEQ1U-N1Xu3t3Qy-R0VwDUi3HZec8ov1D3MjPe...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>26bf1e71dd439c910nJ-39y4ElVX</td>\n      <td>吴女士</td>\n      <td>人事行政</td>\n      <td>0</td>\n      <td>False</td>\n      <td>d4e7242aa25b85051HRz3N29ElFS</td>\n      <td>...</td>\n      <td>1702635984000</td>\n      <td>0ab12b4026270e8f0XV-3du6EQ~~</td>\n      <td>意数广告</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['加班补助', '年终奖', '五险一金', '节日福利', '带薪年假', '交通补助'...</td>\n      <td>100004</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>23</td>\n      <td>ArHHuTAdDz5fL-O1D18nKzbjS0CzZyiiDgEpw21ir7mftD...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>791acb7211b095a20Xx40t6-FlQ~</td>\n      <td>潘女士</td>\n      <td>HRM</td>\n      <td>0</td>\n      <td>False</td>\n      <td>a11950b7d508b6e71XJ53t2_FlFY</td>\n      <td>...</td>\n      <td>1680770283000</td>\n      <td>ff6a3f495d9173dd1XB4092_Fls~</td>\n      <td>ASKOOLAS</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/w...</td>\n      <td>未融资</td>\n      <td>广告/公关/会展</td>\n      <td>100-499人</td>\n      <td>['员工旅游', '五险一金', '节日福利', '带薪年假', '加班补助', '团建聚餐']</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>24</td>\n      <td>3YxsWp-Iaeuj9-L16nswNJ_z6iosuiGxjn4RDOJetzbdoe...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>553f669cd547b0df1XR539S4F1c~</td>\n      <td>李先生</td>\n      <td>创始人/总经理</td>\n      <td>0</td>\n      <td>False</td>\n      <td>44955df5fa6fc2403n182dy4GVA~</td>\n      <td>...</td>\n      <td>1680762102000</td>\n      <td>010559a180c233241nVy2Nm0FFo~</td>\n      <td>扭必文化传播</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>不需要融资</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['股票期权', '交通补助', '零食下午茶', '住房补贴', '通讯补贴', '全勤奖...</td>\n      <td>100101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>25</td>\n      <td>ouJV7kJVfPfWR-216SBFbZnEipj-3cwvIXRFIS5UTTf5Ib...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>68defd764ffd2db80nN62Nq0ElFZ</td>\n      <td>沈女士</td>\n      <td>人事</td>\n      <td>0</td>\n      <td>False</td>\n      <td>1a5cbe98abe4965b1X1909q1FVdU</td>\n      <td>...</td>\n      <td>1694909906000</td>\n      <td>c1dc878ce81c3a181nZ93N-5E1E~</td>\n      <td>再席</td>\n      <td>https://img.bosszhipin.com/beijin/upload/com/l...</td>\n      <td>未融资</td>\n      <td>餐饮</td>\n      <td>100-499人</td>\n      <td>['包吃', '年终奖', '零食下午茶', '全勤奖', '带薪年假']</td>\n      <td>101101</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>26</td>\n      <td>Rxr8LYTMz2sJg-01yRXLxgBsBHH5vOHtwNDi57z0aZ2gs-...</td>\n      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n      <td>3</td>\n      <td>67f7d085ab9c1a011HJ83tS9F1Q~</td>\n      <td>邵女士</td>\n      <td>人事</td>\n      <td>0</td>\n      <td>False</td>\n      <td>a020c5688d0ebbe71nB-39y9EVFX</td>\n      <td>...</td>\n      <td>1680763634000</td>\n      <td>de6ab8b9d7785cc53nB92dw~</td>\n      <td>OVERNIGHT</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>未融资</td>\n      <td>互联网</td>\n      <td>0-20人</td>\n      <td>['员工旅游', '补充医疗保险', '全勤奖', '年终奖', '五险一金', '带薪年假...</td>\n      <td>100020</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>27</td>\n      <td>MrnnODrtyUHeB-i10LsAXNMX5ViFmIhbhjlvNANV_f2hcv...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>2f9e66f19fcbb18403Zy2tu1FVM~</td>\n      <td>邱女士</td>\n      <td>HR</td>\n      <td>0</td>\n      <td>False</td>\n      <td>e0a5ee2d12bfb5961HV43N25F1JU</td>\n      <td>...</td>\n      <td>1701043412000</td>\n      <td>831fb3fee26798f01HR_3Nq5GVE~</td>\n      <td>上海涵古新媒体科技</td>\n      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n      <td>NaN</td>\n      <td>计算机软件</td>\n      <td>20-99人</td>\n      <td>[]</td>\n      <td>100021</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>28</td>\n      <td>L7OpSP-8YZmfp-q1XDTKfCmWTYXALERjFv3L35ihH-cILi...</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/useravat...</td>\n      <td>3</td>\n      <td>339febd1d4f881b41HJ-2d60EFc~</td>\n      <td>龙先生</td>\n      <td>招聘者</td>\n      <td>0</td>\n      <td>False</td>\n      <td>01adb7a45c976c481nJ42Nu_GVFT</td>\n      <td>...</td>\n      <td>1680856424000</td>\n      <td>805e5a5cef7008991nJ_09-_EA~~</td>\n      <td>磐特文化</td>\n      <td>https://img.bosszhipin.com/beijin/mcs/chatphot...</td>\n      <td>不需要融资</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['年终奖', '交通补助', '带薪年假', '员工旅游', '五险一金', '定期体检'...</td>\n      <td>100004</td>\n      <td>False</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>29</td>\n      <td>XMTZRwnyVdCOI-a1PwA0HdwvEZ5iFtAYYoO5G_cFoHy4WF...</td>\n      <td>https://img.bosszhipin.com/boss/avatar/avatar_...</td>\n      <td>3</td>\n      <td>509642c3adbfcd1d1XN-0t68FFE~</td>\n      <td>黄女士</td>\n      <td>人事总监</td>\n      <td>0</td>\n      <td>False</td>\n      <td>edb9cf5b277188351nx50tm-GVU~</td>\n      <td>...</td>\n      <td>1680751440000</td>\n      <td>d42b64cc78776df51nx83Nq6EVs~</td>\n      <td>久墨网络</td>\n      <td>https://img.bosszhipin.com/beijin/app/mobile/n...</td>\n      <td>NaN</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>[]</td>\n      <td>100004</td>\n      <td>False</td>\n    </tr>\n  </tbody>\n</table>\n<p>30 rows × 47 columns</p>\n</div>"
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_boss = pd.read_excel(f'excels/{城市}/{关键词}/{output_time}/boss直聘{城市}-{关键词}-{output_time}.xlsx')\n",
    "read_boss"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "outputs": [],
   "source": [
    "df_boss_zp = read_boss[['jobName','jobLabels','salaryDesc','welfareList','jobDegree','cityName','areaDistrict','brandName','brandIndustry','brandScaleName','skills','lid','securityId','encryptJobId']]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "outputs": [
    {
     "data": {
      "text/plain": "    jobName         jobLabels  salaryDesc  \\\n0     广告策划师    ['3-5年', '大专']       8-10K   \n1    广告策划文案    ['1-3年', '本科']        8-9K   \n2      广告策划  ['1-3年', '学历不限']        4-8K   \n3      广告策划    ['1-3年', '大专']       8-10K   \n4      广告策划    ['3-5年', '大专']      14-24K   \n5      广告策划    ['1-3年', '本科']      12-20K   \n6    广告策划文案    ['1-3年', '本科']      10-15K   \n7      广告策划    ['1-3年', '大专']        7-8K   \n8      广告策划    ['1-3年', '大专']      10-15K   \n9    广告策划文案    ['经验不限', '大专']       8-10K   \n10   广告策划文案    ['1-3年', '本科']       5-10K   \n11     广告策划  ['经验不限', '学历不限']  11-20K·13薪   \n12     广告策划    ['1-3年', '大专']        5-8K   \n13     广告策划    ['1-3年', '大专']       8-10K   \n14     广告策划    ['3-5年', '本科']  10-15K·13薪   \n15     广告策划    ['经验不限', '大专']       8-13K   \n16     广告策划    ['1-3年', '本科']       9-12K   \n17     广告策划    ['1-3年', '大专']        7-8K   \n18     广告策划  ['3-5年', '学历不限']      10-15K   \n19  广告策划/编辑    ['1-3年', '大专']        5-6K   \n20   广告策划执行  ['经验不限', '学历不限']      15-20K   \n21   资深广告策划   ['5-10年', '本科']  15-22K·14薪   \n22   广告策划专员    ['1-3年', '大专']      10-15K   \n23   广告策划经理    ['3-5年', '本科']      18-22K   \n24     广告策划  ['1-3年', '学历不限']   8-13K·13薪   \n25     广告策划    ['1-3年', '本科']      15-20K   \n26     广告策划    ['1年以内', '大专']       7-10K   \n27     广告策划    ['1-3年', '大专']        7-8K   \n28     广告策划    ['3-5年', '大专']      11-20K   \n29     广告策划  ['经验不限', '学历不限']       5-10K   \n\n                                          welfareList jobDegree cityName  \\\n0       ['员工旅游', '五险一金', '年终奖', '节日福利', '餐补', '带薪年假']        大专       上海   \n1   ['带薪年假', '节日福利', '保底工资', '团建聚餐', '五险一金', '绩效奖金...        本科       上海   \n2                     ['加班补助', '年终奖', '股票期权', '员工旅游']      学历不限       上海   \n3                      ['带薪年假', '年终奖', '全勤奖', '定期体检']        大专       上海   \n4   ['零食下午茶', '补充医疗保险', '节日福利', '带薪年假', '五险一金', '通...        大专       上海   \n5      ['全勤奖', '节日福利', '员工旅游', '带薪年假', '五险一金', '年终奖']        本科       上海   \n6              ['全勤奖', '节日福利', '加班补助', '五险一金', '年终奖']        本科       上海   \n7                                                  []        大专       上海   \n8   ['节日福利', '餐补', '定期体检', '五险一金', '员工旅游', '年终奖', ...        大专       上海   \n9   ['带薪年假', '定期体检', '交通补助', '加班补助', '节日福利', '年终奖'...        大专       上海   \n10  ['带薪年假', '节日福利', '零食下午茶', '年终奖', '股票期权', '员工旅游...        本科       上海   \n11  ['全勤奖', '定期体检', '游泳健身', '餐补', '包吃', '年终奖', '员工...      学历不限       上海   \n12                                                 []        大专       上海   \n13                          ['节日福利', '底薪加提成', '五险一金']        大专       上海   \n14  ['员工旅游', '年终奖', '定期体检', '餐补', '全勤奖', '股票期权', '...        本科       上海   \n15                           ['带薪年假', '交通补助', '五险一金']        大专       上海   \n16  ['交通补助', '补充医疗保险', '餐补', '带薪年假', '五险一金', '员工旅游...        本科       上海   \n17                                                 []        大专       上海   \n18  ['五险一金', '补充医疗保险', '股票期权', '年终奖', '员工旅游', '加班补...      学历不限       上海   \n19                                                 []        大专       上海   \n20                           ['五险一金', '定期体检', '员工旅游']      学历不限       上海   \n21    ['五险一金', '零食下午茶', '年终奖', '员工旅游', '带薪年假', '全勤奖']        本科       上海   \n22  ['加班补助', '年终奖', '五险一金', '节日福利', '带薪年假', '交通补助'...        大专       上海   \n23   ['员工旅游', '五险一金', '节日福利', '带薪年假', '加班补助', '团建聚餐']        本科       上海   \n24  ['股票期权', '交通补助', '零食下午茶', '住房补贴', '通讯补贴', '全勤奖...      学历不限       上海   \n25              ['包吃', '年终奖', '零食下午茶', '全勤奖', '带薪年假']        本科       上海   \n26  ['员工旅游', '补充医疗保险', '全勤奖', '年终奖', '五险一金', '带薪年假...        大专       上海   \n27                                                 []        大专       上海   \n28  ['年终奖', '交通补助', '带薪年假', '员工旅游', '五险一金', '定期体检'...        大专       上海   \n29                                                 []      学历不限       上海   \n\n   areaDistrict    brandName brandIndustry brandScaleName  \\\n0           徐汇区     天富星龙文化传播          广告营销          0-20人   \n1           青浦区       能臣(上海)            日化       100-499人   \n2           NaN           天泰       文化艺术/娱乐         20-99人   \n3           静安区         薇生传播          广告营销          0-20人   \n4           闵行区         迪恒投影         计算机硬件       500-999人   \n5           静安区         上海同铸      广告/公关/会展         20-99人   \n6           静安区         概创文化         广播/影视         20-99人   \n7           静安区         巨阵文化       社交网络与媒体         20-99人   \n8           闵行区         益家互动          广告营销         20-99人   \n9           静安区         晨阑数据         计算机软件       100-499人   \n10          宝山区    RAIDERS奇兵      音乐/视频/阅读          0-20人   \n11          静安区           龙成            游戏       100-499人   \n12          杨浦区        彦之郎留学       培训/辅导机构          0-20人   \n13          静安区          逐量者       社交网络与媒体          0-20人   \n14          徐汇区         慕楚广告      广告/公关/会展         20-99人   \n15          徐汇区           美宁         计算机服务         20-99人   \n16          杨浦区         懿帧传媒      音乐/视频/阅读          0-20人   \n17          闵行区           星约         批发/零售          0-20人   \n18          闵行区   润业工场文旅科创园区            咨询         20-99人   \n19          奉贤区          能量谷          医疗健康         20-99人   \n20         浦东新区        葡萄子传媒       文化艺术/娱乐         20-99人   \n21          静安区  上海米谊多广告有...      广告/公关/会展          0-20人   \n22          徐汇区         意数广告          广告营销         20-99人   \n23         浦东新区     ASKOOLAS      广告/公关/会展       100-499人   \n24          闵行区       扭必文化传播      广告/公关/会展         20-99人   \n25          黄浦区           再席            餐饮       100-499人   \n26          静安区    OVERNIGHT           互联网          0-20人   \n27         浦东新区    上海涵古新媒体科技         计算机软件         20-99人   \n28          闵行区         磐特文化          广告营销          0-20人   \n29          徐汇区         久墨网络          广告营销         20-99人   \n\n                                               skills                    lid  \\\n0                          ['品牌策划', '广告策划', '广告媒介策划']   3ztkpCWEVGQ.search.1   \n1                                    ['市场分析', '数据分析']   3ztkpCWEVGQ.search.2   \n2           ['网络广告', '视听广告', '游戏广告', '媒体广告', '新媒体广告']   3ztkpCWEVGQ.search.3   \n3         ['乙方经验', '4A广告公司', '网络广告', '媒体广告', '新媒体广告']   3ztkpCWEVGQ.search.4   \n4   ['户外广告', '微博/微信广告', '视频/直播广告', '4A广告公司经验', '美术...   3ztkpCWEVGQ.search.5   \n5                                ['市场策划', 'AE', '文案']   3ztkpCWEVGQ.search.6   \n6      ['宣传片', '纪录片', '广告片', 'TVC', '广告创意策划', '创意策划']   3ztkpCWEVGQ.search.7   \n7                                             ['ppt']   3ztkpCWEVGQ.search.8   \n8                           ['互联网广告', '广告策划', '网络营销']   3ztkpCWEVGQ.search.9   \n9             ['产品软文', '汽车', '广告策划', '公司内部职位', '小红书']  3ztkpCWEVGQ.search.10   \n10                             ['文案', '广告策划', '广告创意']  3ztkpCWEVGQ.search.11   \n11                           ['广告策划', '广告创意', '推广引流']  3ztkpCWEVGQ.search.12   \n12                                  ['PS', '企业/自有品牌']  3ztkpCWEVGQ.search.13   \n13               ['乙方经验', '甲方经验', '视频/直播广告', '新媒体广告']  3ztkpCWEVGQ.search.14   \n14  ['广告/公关/咨询公司（乙方）', '互联网/科技', '营销策划及执行', '广告/公关...  3ztkpCWEVGQ.search.15   \n15  ['金融', '广告/公关公司', '甲方公司', '线上策划经验', '战略规划经验', ...  3ztkpCWEVGQ.search.16   \n16  ['PR', 'AE', '广告创意', '广告策略', '视频/直播广告', '企业/自有...  3ztkpCWEVGQ.search.17   \n17                   ['网络广告', '印刷广告', '媒体广告', '视听广告']  3ztkpCWEVGQ.search.18   \n18  ['市场推广', '商务', '图文', '线上', '广告传媒专业', '线上活动', '...  3ztkpCWEVGQ.search.19   \n19               ['采编一体', '全职', '医疗健康', '文字编辑', '网站']  3ztkpCWEVGQ.search.20   \n20                ['新媒体广告', '4A广告公司', '媒体广告', '游戏广告']  3ztkpCWEVGQ.search.21   \n21  ['线上', '线下', '4A广告公司经验', '策划经理经验', '短视频', '线上活...  3ztkpCWEVGQ.search.22   \n22  ['第三方广告公司职位', '线上', '线下', '有策划经验', '4A广告公司经验',...  3ztkpCWEVGQ.search.23   \n23                     ['视频/直播广告', '微博/微信广告', '广告策划']  3ztkpCWEVGQ.search.24   \n24                     ['市场策划', '广告策划', '品牌策划', '文案']  3ztkpCWEVGQ.search.25   \n25  ['视频/直播广告', '户外广告', '图文广告', '3ds MAX', 'PS', '...  3ztkpCWEVGQ.search.26   \n26                                           ['媒体广告']  3ztkpCWEVGQ.search.27   \n27  ['广告设计', '海报传单设计', '广告/设计公司', 'PS', 'SketchUp'...  3ztkpCWEVGQ.search.28   \n28  ['乙方经验', '品牌策略', '产品概念包装', '数字平台搭建', '广告创意', '...  3ztkpCWEVGQ.search.29   \n29                                           ['广告创意']  3ztkpCWEVGQ.search.30   \n\n                                           securityId  \\\n0   1SCyT98Pw885i-v1M0wSiIIjMskbWubX_i6Dmf-hdphzMH...   \n1   IyTKRcXzLWyQt-e1mZZvrUAx-xxB6xBtsiVAVepYUrae7K...   \n2   BfzPB7lzN1xZh-g1VN5VRLP7Nrhp80vnWST-Fgj5rhbTJF...   \n3   HHfnCp3oaNuWS-x1_XGw_2_ufVOT3QhkXCxbV3bJI3pQRC...   \n4   cB1jbdMcngdAW-J1iSDkpTbOC26RwKbOAMc_MnjhaJWEEa...   \n5   mYRADSYqG6TLF-D1Q0_pLQ61bSwwIK3QF9sVsiHeLNS_bs...   \n6   79g0LAi2CIRm6-V1hon8raJ8IxCCRdUbB8TA6ezqfmaKDN...   \n7   UPREgnZ1hVItu-11-AgXQxGjO5BGtKl3VRxo-lqlr9H7JJ...   \n8   77HULk-aSW83e-e12pYzhW6dQ3oW8rJ_ukmswm7HPDNQsN...   \n9   -iLhlq8RIu4f8-e1YooU_Xl0phUqwPTf6V4Tl37HhlL2Zp...   \n10  MmYVY0BB1q3JT-J14C7NMGoOAhfdaGbwHYjyryn7cOLzwJ...   \n11  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L7OpSP-8YZmfp-q1XDTKfCmWTYXALERjFv3L35ihH-cILi...   \n29  XMTZRwnyVdCOI-a1PwA0HdwvEZ5iFtAYYoO5G_cFoHy4WF...   \n\n                    encryptJobId  \n0   42b61d3da1181fe603x-0tq4FFM~  \n1   0cc7d299975e18c003R-2Nu-FVc~  \n2   223e2aaf89c559271nF80tq4GVVR  \n3   f4a8973408e240e61nF529-7FlNX  \n4   ea8095e2fac46e531XF92tq0FVVQ  \n5   e45dec8eb5562c751nRy29-1E1dQ  \n6   0769d40462093eb21XB-39W1ElBT  \n7   4462d31a5f86e6551n1529m4FVI~  \n8   d70aaa9cefd569a21HN42tq6EVc~  \n9   d22835d7814ea44b1XB82929EVZT  \n10  709a521a03d8a3cd1XZ929S0EFE~  \n11  43b0d8f203d865f51nV73ty8ElFR  \n12  c5b3c3a6062536981HV62t6_EVVU  \n13  b9c105e89603f9941XV52Ni9EFJW  \n14  5940bc4f7b60b8301HR_2927FFBT  \n15  3e60f48814d626c61n1y2ti6FlZX  \n16  9e467cd46d16634a0nRy2du9EFU~  \n17  7856d07430e65bca1nVy09y5FVpU  \n18  239fb2ec2fd7057f03F60ti5FlA~  \n19  d23d4c17325a0e571nJ62di0GVNS  \n20  da46875348be08a61n1-29S6GFZZ  \n21  f1957b12d8d7d07f1HV629-1E1VT  \n22  d4e7242aa25b85051HRz3N29ElFS  \n23  a11950b7d508b6e71XJ53t2_FlFY  \n24  44955df5fa6fc2403n182dy4GVA~  \n25  1a5cbe98abe4965b1X1909q1FVdU  \n26  a020c5688d0ebbe71nB-39y9EVFX  \n27  e0a5ee2d12bfb5961HV43N25F1JU  \n28  01adb7a45c976c481nJ42Nu_GVFT  \n29  edb9cf5b277188351nx50tm-GVU~  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>jobName</th>\n      <th>jobLabels</th>\n      <th>salaryDesc</th>\n      <th>welfareList</th>\n      <th>jobDegree</th>\n      <th>cityName</th>\n      <th>areaDistrict</th>\n      <th>brandName</th>\n      <th>brandIndustry</th>\n      <th>brandScaleName</th>\n      <th>skills</th>\n      <th>lid</th>\n      <th>securityId</th>\n      <th>encryptJobId</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>广告策划师</td>\n      <td>['3-5年', '大专']</td>\n      <td>8-10K</td>\n      <td>['员工旅游', '五险一金', '年终奖', '节日福利', '餐补', '带薪年假']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>天富星龙文化传播</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['品牌策划', '广告策划', '广告媒介策划']</td>\n      <td>3ztkpCWEVGQ.search.1</td>\n      <td>1SCyT98Pw885i-v1M0wSiIIjMskbWubX_i6Dmf-hdphzMH...</td>\n      <td>42b61d3da1181fe603x-0tq4FFM~</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>广告策划文案</td>\n      <td>['1-3年', '本科']</td>\n      <td>8-9K</td>\n      <td>['带薪年假', '节日福利', '保底工资', '团建聚餐', '五险一金', '绩效奖金...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>青浦区</td>\n      <td>能臣(上海)</td>\n      <td>日化</td>\n      <td>100-499人</td>\n      <td>['市场分析', '数据分析']</td>\n      <td>3ztkpCWEVGQ.search.2</td>\n      <td>IyTKRcXzLWyQt-e1mZZvrUAx-xxB6xBtsiVAVepYUrae7K...</td>\n      <td>0cc7d299975e18c003R-2Nu-FVc~</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>广告策划</td>\n      <td>['1-3年', '学历不限']</td>\n      <td>4-8K</td>\n      <td>['加班补助', '年终奖', '股票期权', '员工旅游']</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>天泰</td>\n      <td>文化艺术/娱乐</td>\n      <td>20-99人</td>\n      <td>['网络广告', '视听广告', '游戏广告', '媒体广告', '新媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.3</td>\n      <td>BfzPB7lzN1xZh-g1VN5VRLP7Nrhp80vnWST-Fgj5rhbTJF...</td>\n      <td>223e2aaf89c559271nF80tq4GVVR</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>8-10K</td>\n      <td>['带薪年假', '年终奖', '全勤奖', '定期体检']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>薇生传播</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['乙方经验', '4A广告公司', '网络广告', '媒体广告', '新媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.4</td>\n      <td>HHfnCp3oaNuWS-x1_XGw_2_ufVOT3QhkXCxbV3bJI3pQRC...</td>\n      <td>f4a8973408e240e61nF529-7FlNX</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>广告策划</td>\n      <td>['3-5年', '大专']</td>\n      <td>14-24K</td>\n      <td>['零食下午茶', '补充医疗保险', '节日福利', '带薪年假', '五险一金', '通...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>迪恒投影</td>\n      <td>计算机硬件</td>\n      <td>500-999人</td>\n      <td>['户外广告', '微博/微信广告', '视频/直播广告', '4A广告公司经验', '美术...</td>\n      <td>3ztkpCWEVGQ.search.5</td>\n      <td>cB1jbdMcngdAW-J1iSDkpTbOC26RwKbOAMc_MnjhaJWEEa...</td>\n      <td>ea8095e2fac46e531XF92tq0FVVQ</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>广告策划</td>\n      <td>['1-3年', '本科']</td>\n      <td>12-20K</td>\n      <td>['全勤奖', '节日福利', '员工旅游', '带薪年假', '五险一金', '年终奖']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>上海同铸</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['市场策划', 'AE', '文案']</td>\n      <td>3ztkpCWEVGQ.search.6</td>\n      <td>mYRADSYqG6TLF-D1Q0_pLQ61bSwwIK3QF9sVsiHeLNS_bs...</td>\n      <td>e45dec8eb5562c751nRy29-1E1dQ</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>广告策划文案</td>\n      <td>['1-3年', '本科']</td>\n      <td>10-15K</td>\n      <td>['全勤奖', '节日福利', '加班补助', '五险一金', '年终奖']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>概创文化</td>\n      <td>广播/影视</td>\n      <td>20-99人</td>\n      <td>['宣传片', '纪录片', '广告片', 'TVC', '广告创意策划', '创意策划']</td>\n      <td>3ztkpCWEVGQ.search.7</td>\n      <td>79g0LAi2CIRm6-V1hon8raJ8IxCCRdUbB8TA6ezqfmaKDN...</td>\n      <td>0769d40462093eb21XB-39W1ElBT</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>7-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>巨阵文化</td>\n      <td>社交网络与媒体</td>\n      <td>20-99人</td>\n      <td>['ppt']</td>\n      <td>3ztkpCWEVGQ.search.8</td>\n      <td>UPREgnZ1hVItu-11-AgXQxGjO5BGtKl3VRxo-lqlr9H7JJ...</td>\n      <td>4462d31a5f86e6551n1529m4FVI~</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>10-15K</td>\n      <td>['节日福利', '餐补', '定期体检', '五险一金', '员工旅游', '年终奖', ...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>益家互动</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['互联网广告', '广告策划', '网络营销']</td>\n      <td>3ztkpCWEVGQ.search.9</td>\n      <td>77HULk-aSW83e-e12pYzhW6dQ3oW8rJ_ukmswm7HPDNQsN...</td>\n      <td>d70aaa9cefd569a21HN42tq6EVc~</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>广告策划文案</td>\n      <td>['经验不限', '大专']</td>\n      <td>8-10K</td>\n      <td>['带薪年假', '定期体检', '交通补助', '加班补助', '节日福利', '年终奖'...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>晨阑数据</td>\n      <td>计算机软件</td>\n      <td>100-499人</td>\n      <td>['产品软文', '汽车', '广告策划', '公司内部职位', '小红书']</td>\n      <td>3ztkpCWEVGQ.search.10</td>\n      <td>-iLhlq8RIu4f8-e1YooU_Xl0phUqwPTf6V4Tl37HhlL2Zp...</td>\n      <td>d22835d7814ea44b1XB82929EVZT</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>广告策划文案</td>\n      <td>['1-3年', '本科']</td>\n      <td>5-10K</td>\n      <td>['带薪年假', '节日福利', '零食下午茶', '年终奖', '股票期权', '员工旅游...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>宝山区</td>\n      <td>RAIDERS奇兵</td>\n      <td>音乐/视频/阅读</td>\n      <td>0-20人</td>\n      <td>['文案', '广告策划', '广告创意']</td>\n      <td>3ztkpCWEVGQ.search.11</td>\n      <td>MmYVY0BB1q3JT-J14C7NMGoOAhfdaGbwHYjyryn7cOLzwJ...</td>\n      <td>709a521a03d8a3cd1XZ929S0EFE~</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>广告策划</td>\n      <td>['经验不限', '学历不限']</td>\n      <td>11-20K·13薪</td>\n      <td>['全勤奖', '定期体检', '游泳健身', '餐补', '包吃', '年终奖', '员工...</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>龙成</td>\n      <td>游戏</td>\n      <td>100-499人</td>\n      <td>['广告策划', '广告创意', '推广引流']</td>\n      <td>3ztkpCWEVGQ.search.12</td>\n      <td>7hNKr68El3Bo_-J1qMR_fp7Sqt5eqh1crFvvSwMad2SSpg...</td>\n      <td>43b0d8f203d865f51nV73ty8ElFR</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>5-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>杨浦区</td>\n      <td>彦之郎留学</td>\n      <td>培训/辅导机构</td>\n      <td>0-20人</td>\n      <td>['PS', '企业/自有品牌']</td>\n      <td>3ztkpCWEVGQ.search.13</td>\n      <td>qbqeuIJ6I1n6o-E1xly5Hjq4_JHQ5vGY1EFc_SsnzDFSDf...</td>\n      <td>c5b3c3a6062536981HV62t6_EVVU</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>8-10K</td>\n      <td>['节日福利', '底薪加提成', '五险一金']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>逐量者</td>\n      <td>社交网络与媒体</td>\n      <td>0-20人</td>\n      <td>['乙方经验', '甲方经验', '视频/直播广告', '新媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.14</td>\n      <td>qW6PbhhDJPYQs-V1MJblimugZ5gYlWHN9nGUTyS8kiGQBt...</td>\n      <td>b9c105e89603f9941XV52Ni9EFJW</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>广告策划</td>\n      <td>['3-5年', '本科']</td>\n      <td>10-15K·13薪</td>\n      <td>['员工旅游', '年终奖', '定期体检', '餐补', '全勤奖', '股票期权', '...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>慕楚广告</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['广告/公关/咨询公司（乙方）', '互联网/科技', '营销策划及执行', '广告/公关...</td>\n      <td>3ztkpCWEVGQ.search.15</td>\n      <td>erxzFf7zkbz8m-h11KGx_I9yv5-7ElH9cIN3yJlQtv6o4-...</td>\n      <td>5940bc4f7b60b8301HR_2927FFBT</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>广告策划</td>\n      <td>['经验不限', '大专']</td>\n      <td>8-13K</td>\n      <td>['带薪年假', '交通补助', '五险一金']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>美宁</td>\n      <td>计算机服务</td>\n      <td>20-99人</td>\n      <td>['金融', '广告/公关公司', '甲方公司', '线上策划经验', '战略规划经验', ...</td>\n      <td>3ztkpCWEVGQ.search.16</td>\n      <td>hR30UpLT2LgJY-I1LKSg7qul938PTBIHUMJNMVXAAjoY1C...</td>\n      <td>3e60f48814d626c61n1y2ti6FlZX</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>广告策划</td>\n      <td>['1-3年', '本科']</td>\n      <td>9-12K</td>\n      <td>['交通补助', '补充医疗保险', '餐补', '带薪年假', '五险一金', '员工旅游...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>杨浦区</td>\n      <td>懿帧传媒</td>\n      <td>音乐/视频/阅读</td>\n      <td>0-20人</td>\n      <td>['PR', 'AE', '广告创意', '广告策略', '视频/直播广告', '企业/自有...</td>\n      <td>3ztkpCWEVGQ.search.17</td>\n      <td>2ErdNAzbDOO9c-j1gbrWk0qjiW_VM9j6-2dEbWYqYHjZ3x...</td>\n      <td>9e467cd46d16634a0nRy2du9EFU~</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>7-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>星约</td>\n      <td>批发/零售</td>\n      <td>0-20人</td>\n      <td>['网络广告', '印刷广告', '媒体广告', '视听广告']</td>\n      <td>3ztkpCWEVGQ.search.18</td>\n      <td>h4VzOQ2inPDZ7-a1ubDNQDIC-h5_pUq-8_PMY9fKUqXQv8...</td>\n      <td>7856d07430e65bca1nVy09y5FVpU</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>广告策划</td>\n      <td>['3-5年', '学历不限']</td>\n      <td>10-15K</td>\n      <td>['五险一金', '补充医疗保险', '股票期权', '年终奖', '员工旅游', '加班补...</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>润业工场文旅科创园区</td>\n      <td>咨询</td>\n      <td>20-99人</td>\n      <td>['市场推广', '商务', '图文', '线上', '广告传媒专业', '线上活动', '...</td>\n      <td>3ztkpCWEVGQ.search.19</td>\n      <td>s8soANMjm4sLo-71QPcOF41WRKGgB2hu72ukx9R7k84xnb...</td>\n      <td>239fb2ec2fd7057f03F60ti5FlA~</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>广告策划/编辑</td>\n      <td>['1-3年', '大专']</td>\n      <td>5-6K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>奉贤区</td>\n      <td>能量谷</td>\n      <td>医疗健康</td>\n      <td>20-99人</td>\n      <td>['采编一体', '全职', '医疗健康', '文字编辑', '网站']</td>\n      <td>3ztkpCWEVGQ.search.20</td>\n      <td>6e0rvDVwYPwoj-x1T9ZmWOJCQjI_GhqPy9carrrz0jhgkN...</td>\n      <td>d23d4c17325a0e571nJ62di0GVNS</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>广告策划执行</td>\n      <td>['经验不限', '学历不限']</td>\n      <td>15-20K</td>\n      <td>['五险一金', '定期体检', '员工旅游']</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>葡萄子传媒</td>\n      <td>文化艺术/娱乐</td>\n      <td>20-99人</td>\n      <td>['新媒体广告', '4A广告公司', '媒体广告', '游戏广告']</td>\n      <td>3ztkpCWEVGQ.search.21</td>\n      <td>igqIIyhgtwymC-61ZTkqfQDw1B0Nh-0XC8mZUYTWAkjm1Y...</td>\n      <td>da46875348be08a61n1-29S6GFZZ</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>资深广告策划</td>\n      <td>['5-10年', '本科']</td>\n      <td>15-22K·14薪</td>\n      <td>['五险一金', '零食下午茶', '年终奖', '员工旅游', '带薪年假', '全勤奖']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>上海米谊多广告有...</td>\n      <td>广告/公关/会展</td>\n      <td>0-20人</td>\n      <td>['线上', '线下', '4A广告公司经验', '策划经理经验', '短视频', '线上活...</td>\n      <td>3ztkpCWEVGQ.search.22</td>\n      <td>Xry1AZJMLPZxz-p11h9IWWWSwteUa4s5R6CjJZ-dBCOG9I...</td>\n      <td>f1957b12d8d7d07f1HV629-1E1VT</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>广告策划专员</td>\n      <td>['1-3年', '大专']</td>\n      <td>10-15K</td>\n      <td>['加班补助', '年终奖', '五险一金', '节日福利', '带薪年假', '交通补助'...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>意数广告</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['第三方广告公司职位', '线上', '线下', '有策划经验', '4A广告公司经验',...</td>\n      <td>3ztkpCWEVGQ.search.23</td>\n      <td>N4sNw9uMlEQ1U-N1Xu3t3Qy-R0VwDUi3HZec8ov1D3MjPe...</td>\n      <td>d4e7242aa25b85051HRz3N29ElFS</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>广告策划经理</td>\n      <td>['3-5年', '本科']</td>\n      <td>18-22K</td>\n      <td>['员工旅游', '五险一金', '节日福利', '带薪年假', '加班补助', '团建聚餐']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>ASKOOLAS</td>\n      <td>广告/公关/会展</td>\n      <td>100-499人</td>\n      <td>['视频/直播广告', '微博/微信广告', '广告策划']</td>\n      <td>3ztkpCWEVGQ.search.24</td>\n      <td>ArHHuTAdDz5fL-O1D18nKzbjS0CzZyiiDgEpw21ir7mftD...</td>\n      <td>a11950b7d508b6e71XJ53t2_FlFY</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>广告策划</td>\n      <td>['1-3年', '学历不限']</td>\n      <td>8-13K·13薪</td>\n      <td>['股票期权', '交通补助', '零食下午茶', '住房补贴', '通讯补贴', '全勤奖...</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>扭必文化传播</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['市场策划', '广告策划', '品牌策划', '文案']</td>\n      <td>3ztkpCWEVGQ.search.25</td>\n      <td>3YxsWp-Iaeuj9-L16nswNJ_z6iosuiGxjn4RDOJetzbdoe...</td>\n      <td>44955df5fa6fc2403n182dy4GVA~</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>广告策划</td>\n      <td>['1-3年', '本科']</td>\n      <td>15-20K</td>\n      <td>['包吃', '年终奖', '零食下午茶', '全勤奖', '带薪年假']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>黄浦区</td>\n      <td>再席</td>\n      <td>餐饮</td>\n      <td>100-499人</td>\n      <td>['视频/直播广告', '户外广告', '图文广告', '3ds MAX', 'PS', '...</td>\n      <td>3ztkpCWEVGQ.search.26</td>\n      <td>ouJV7kJVfPfWR-216SBFbZnEipj-3cwvIXRFIS5UTTf5Ib...</td>\n      <td>1a5cbe98abe4965b1X1909q1FVdU</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>广告策划</td>\n      <td>['1年以内', '大专']</td>\n      <td>7-10K</td>\n      <td>['员工旅游', '补充医疗保险', '全勤奖', '年终奖', '五险一金', '带薪年假...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>OVERNIGHT</td>\n      <td>互联网</td>\n      <td>0-20人</td>\n      <td>['媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.27</td>\n      <td>Rxr8LYTMz2sJg-01yRXLxgBsBHH5vOHtwNDi57z0aZ2gs-...</td>\n      <td>a020c5688d0ebbe71nB-39y9EVFX</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>7-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>上海涵古新媒体科技</td>\n      <td>计算机软件</td>\n      <td>20-99人</td>\n      <td>['广告设计', '海报传单设计', '广告/设计公司', 'PS', 'SketchUp'...</td>\n      <td>3ztkpCWEVGQ.search.28</td>\n      <td>MrnnODrtyUHeB-i10LsAXNMX5ViFmIhbhjlvNANV_f2hcv...</td>\n      <td>e0a5ee2d12bfb5961HV43N25F1JU</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>广告策划</td>\n      <td>['3-5年', '大专']</td>\n      <td>11-20K</td>\n      <td>['年终奖', '交通补助', '带薪年假', '员工旅游', '五险一金', '定期体检'...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>磐特文化</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['乙方经验', '品牌策略', '产品概念包装', '数字平台搭建', '广告创意', '...</td>\n      <td>3ztkpCWEVGQ.search.29</td>\n      <td>L7OpSP-8YZmfp-q1XDTKfCmWTYXALERjFv3L35ihH-cILi...</td>\n      <td>01adb7a45c976c481nJ42Nu_GVFT</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>广告策划</td>\n      <td>['经验不限', '学历不限']</td>\n      <td>5-10K</td>\n      <td>[]</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>久墨网络</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['广告创意']</td>\n      <td>3ztkpCWEVGQ.search.30</td>\n      <td>XMTZRwnyVdCOI-a1PwA0HdwvEZ5iFtAYYoO5G_cFoHy4WF...</td>\n      <td>edb9cf5b277188351nx50tm-GVU~</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_boss_zp"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "outputs": [],
   "source": [
    "df_boss_zp = df_boss_zp.rename(columns={\n",
    "    'jobName':'职位名称',\n",
    "    'jobLabels':'公司标签',\n",
    "    'salaryDesc':'工资水平',\n",
    "    'welfareList':'公司福利',\n",
    "    'jobDegree':'学历要求',\n",
    "    'cityName':'公司所在城市',\n",
    "    'areaDistrict':'公司街道',\n",
    "    'brandName':'公司名称',\n",
    "    'brandIndustry':'公司行业',\n",
    "    'brandScaleName':'公司规模',\n",
    "    'skills':'技能要求',\n",
    "    'lid':'标准库号',\n",
    "    'securityId':'安全码',\n",
    "    'encryptJobId':'岗位ID号'\n",
    "})"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "outputs": [
    {
     "data": {
      "text/plain": "       职位名称              公司标签        工资水平  \\\n0     广告策划师    ['3-5年', '大专']       8-10K   \n1    广告策划文案    ['1-3年', '本科']        8-9K   \n2      广告策划  ['1-3年', '学历不限']        4-8K   \n3      广告策划    ['1-3年', '大专']       8-10K   \n4      广告策划    ['3-5年', '大专']      14-24K   \n5      广告策划    ['1-3年', '本科']      12-20K   \n6    广告策划文案    ['1-3年', '本科']      10-15K   \n7      广告策划    ['1-3年', '大专']        7-8K   \n8      广告策划    ['1-3年', '大专']      10-15K   \n9    广告策划文案    ['经验不限', '大专']       8-10K   \n10   广告策划文案    ['1-3年', '本科']       5-10K   \n11     广告策划  ['经验不限', '学历不限']  11-20K·13薪   \n12     广告策划    ['1-3年', '大专']        5-8K   \n13     广告策划    ['1-3年', '大专']       8-10K   \n14     广告策划    ['3-5年', '本科']  10-15K·13薪   \n15     广告策划    ['经验不限', '大专']       8-13K   \n16     广告策划    ['1-3年', '本科']       9-12K   \n17     广告策划    ['1-3年', '大专']        7-8K   \n18     广告策划  ['3-5年', '学历不限']      10-15K   \n19  广告策划/编辑    ['1-3年', '大专']        5-6K   \n20   广告策划执行  ['经验不限', '学历不限']      15-20K   \n21   资深广告策划   ['5-10年', '本科']  15-22K·14薪   \n22   广告策划专员    ['1-3年', '大专']      10-15K   \n23   广告策划经理    ['3-5年', '本科']      18-22K   \n24     广告策划  ['1-3年', '学历不限']   8-13K·13薪   \n25     广告策划    ['1-3年', '本科']      15-20K   \n26     广告策划    ['1年以内', '大专']       7-10K   \n27     广告策划    ['1-3年', '大专']        7-8K   \n28     广告策划    ['3-5年', '大专']      11-20K   \n29     广告策划  ['经验不限', '学历不限']       5-10K   \n\n                                                 公司福利  学历要求 公司所在城市  公司街道  \\\n0       ['员工旅游', '五险一金', '年终奖', '节日福利', '餐补', '带薪年假']    大专     上海   徐汇区   \n1   ['带薪年假', '节日福利', '保底工资', '团建聚餐', '五险一金', '绩效奖金...    本科     上海   青浦区   \n2                     ['加班补助', '年终奖', '股票期权', '员工旅游']  学历不限     上海   NaN   \n3                      ['带薪年假', '年终奖', '全勤奖', '定期体检']    大专     上海   静安区   \n4   ['零食下午茶', '补充医疗保险', '节日福利', '带薪年假', '五险一金', '通...    大专     上海   闵行区   \n5      ['全勤奖', '节日福利', '员工旅游', '带薪年假', '五险一金', '年终奖']    本科     上海   静安区   \n6              ['全勤奖', '节日福利', '加班补助', '五险一金', '年终奖']    本科     上海   静安区   \n7                                                  []    大专     上海   静安区   \n8   ['节日福利', '餐补', '定期体检', '五险一金', '员工旅游', '年终奖', ...    大专     上海   闵行区   \n9   ['带薪年假', '定期体检', '交通补助', '加班补助', '节日福利', '年终奖'...    大专     上海   静安区   \n10  ['带薪年假', '节日福利', '零食下午茶', '年终奖', '股票期权', '员工旅游...    本科     上海   宝山区   \n11  ['全勤奖', '定期体检', '游泳健身', '餐补', '包吃', '年终奖', '员工...  学历不限     上海   静安区   \n12                                                 []    大专     上海   杨浦区   \n13                          ['节日福利', '底薪加提成', '五险一金']    大专     上海   静安区   \n14  ['员工旅游', '年终奖', '定期体检', '餐补', '全勤奖', '股票期权', '...    本科     上海   徐汇区   \n15                           ['带薪年假', '交通补助', '五险一金']    大专     上海   徐汇区   \n16  ['交通补助', '补充医疗保险', '餐补', '带薪年假', '五险一金', '员工旅游...    本科     上海   杨浦区   \n17                                                 []    大专     上海   闵行区   \n18  ['五险一金', '补充医疗保险', '股票期权', '年终奖', '员工旅游', '加班补...  学历不限     上海   闵行区   \n19                                                 []    大专     上海   奉贤区   \n20                           ['五险一金', '定期体检', '员工旅游']  学历不限     上海  浦东新区   \n21    ['五险一金', '零食下午茶', '年终奖', '员工旅游', '带薪年假', '全勤奖']    本科     上海   静安区   \n22  ['加班补助', '年终奖', '五险一金', '节日福利', '带薪年假', '交通补助'...    大专     上海   徐汇区   \n23   ['员工旅游', '五险一金', '节日福利', '带薪年假', '加班补助', '团建聚餐']    本科     上海  浦东新区   \n24  ['股票期权', '交通补助', '零食下午茶', '住房补贴', '通讯补贴', '全勤奖...  学历不限     上海   闵行区   \n25              ['包吃', '年终奖', '零食下午茶', '全勤奖', '带薪年假']    本科     上海   黄浦区   \n26  ['员工旅游', '补充医疗保险', '全勤奖', '年终奖', '五险一金', '带薪年假...    大专     上海   静安区   \n27                                                 []    大专     上海  浦东新区   \n28  ['年终奖', '交通补助', '带薪年假', '员工旅游', '五险一金', '定期体检'...    大专     上海   闵行区   \n29                                                 []  学历不限     上海   徐汇区   \n\n           公司名称      公司行业      公司规模  \\\n0      天富星龙文化传播      广告营销     0-20人   \n1        能臣(上海)        日化  100-499人   \n2            天泰   文化艺术/娱乐    20-99人   \n3          薇生传播      广告营销     0-20人   \n4          迪恒投影     计算机硬件  500-999人   \n5          上海同铸  广告/公关/会展    20-99人   \n6          概创文化     广播/影视    20-99人   \n7          巨阵文化   社交网络与媒体    20-99人   \n8          益家互动      广告营销    20-99人   \n9          晨阑数据     计算机软件  100-499人   \n10    RAIDERS奇兵  音乐/视频/阅读     0-20人   \n11           龙成        游戏  100-499人   \n12        彦之郎留学   培训/辅导机构     0-20人   \n13          逐量者   社交网络与媒体     0-20人   \n14         慕楚广告  广告/公关/会展    20-99人   \n15           美宁     计算机服务    20-99人   \n16         懿帧传媒  音乐/视频/阅读     0-20人   \n17           星约     批发/零售     0-20人   \n18   润业工场文旅科创园区        咨询    20-99人   \n19          能量谷      医疗健康    20-99人   \n20        葡萄子传媒   文化艺术/娱乐    20-99人   \n21  上海米谊多广告有...  广告/公关/会展     0-20人   \n22         意数广告      广告营销    20-99人   \n23     ASKOOLAS  广告/公关/会展  100-499人   \n24       扭必文化传播  广告/公关/会展    20-99人   \n25           再席        餐饮  100-499人   \n26    OVERNIGHT       互联网     0-20人   \n27    上海涵古新媒体科技     计算机软件    20-99人   \n28         磐特文化      广告营销     0-20人   \n29         久墨网络      广告营销    20-99人   \n\n                                                 技能要求                   标准库号  \\\n0                          ['品牌策划', '广告策划', '广告媒介策划']   3ztkpCWEVGQ.search.1   \n1                                    ['市场分析', '数据分析']   3ztkpCWEVGQ.search.2   \n2           ['网络广告', '视听广告', '游戏广告', '媒体广告', '新媒体广告']   3ztkpCWEVGQ.search.3   \n3         ['乙方经验', '4A广告公司', '网络广告', '媒体广告', '新媒体广告']   3ztkpCWEVGQ.search.4   \n4   ['户外广告', '微博/微信广告', '视频/直播广告', '4A广告公司经验', '美术...   3ztkpCWEVGQ.search.5   \n5                                ['市场策划', 'AE', '文案']   3ztkpCWEVGQ.search.6   \n6      ['宣传片', '纪录片', '广告片', 'TVC', '广告创意策划', '创意策划']   3ztkpCWEVGQ.search.7   \n7                                             ['ppt']   3ztkpCWEVGQ.search.8   \n8                           ['互联网广告', '广告策划', '网络营销']   3ztkpCWEVGQ.search.9   \n9             ['产品软文', '汽车', '广告策划', '公司内部职位', '小红书']  3ztkpCWEVGQ.search.10   \n10                             ['文案', '广告策划', '广告创意']  3ztkpCWEVGQ.search.11   \n11                           ['广告策划', '广告创意', '推广引流']  3ztkpCWEVGQ.search.12   \n12                                  ['PS', '企业/自有品牌']  3ztkpCWEVGQ.search.13   \n13               ['乙方经验', '甲方经验', '视频/直播广告', '新媒体广告']  3ztkpCWEVGQ.search.14   \n14  ['广告/公关/咨询公司（乙方）', '互联网/科技', '营销策划及执行', '广告/公关...  3ztkpCWEVGQ.search.15   \n15  ['金融', '广告/公关公司', '甲方公司', '线上策划经验', '战略规划经验', ...  3ztkpCWEVGQ.search.16   \n16  ['PR', 'AE', '广告创意', '广告策略', '视频/直播广告', '企业/自有...  3ztkpCWEVGQ.search.17   \n17                   ['网络广告', '印刷广告', '媒体广告', '视听广告']  3ztkpCWEVGQ.search.18   \n18  ['市场推广', '商务', '图文', '线上', '广告传媒专业', '线上活动', '...  3ztkpCWEVGQ.search.19   \n19               ['采编一体', '全职', '医疗健康', '文字编辑', '网站']  3ztkpCWEVGQ.search.20   \n20                ['新媒体广告', '4A广告公司', '媒体广告', '游戏广告']  3ztkpCWEVGQ.search.21   \n21  ['线上', '线下', '4A广告公司经验', '策划经理经验', '短视频', '线上活...  3ztkpCWEVGQ.search.22   \n22  ['第三方广告公司职位', '线上', '线下', '有策划经验', '4A广告公司经验',...  3ztkpCWEVGQ.search.23   \n23                     ['视频/直播广告', '微博/微信广告', '广告策划']  3ztkpCWEVGQ.search.24   \n24                     ['市场策划', '广告策划', '品牌策划', '文案']  3ztkpCWEVGQ.search.25   \n25  ['视频/直播广告', '户外广告', '图文广告', '3ds MAX', 'PS', '...  3ztkpCWEVGQ.search.26   \n26                                           ['媒体广告']  3ztkpCWEVGQ.search.27   \n27  ['广告设计', '海报传单设计', '广告/设计公司', 'PS', 'SketchUp'...  3ztkpCWEVGQ.search.28   \n28  ['乙方经验', '品牌策略', '产品概念包装', '数字平台搭建', '广告创意', '...  3ztkpCWEVGQ.search.29   \n29                                           ['广告创意']  3ztkpCWEVGQ.search.30   \n\n                                                  安全码  \\\n0   1SCyT98Pw885i-v1M0wSiIIjMskbWubX_i6Dmf-hdphzMH...   \n1   IyTKRcXzLWyQt-e1mZZvrUAx-xxB6xBtsiVAVepYUrae7K...   \n2   BfzPB7lzN1xZh-g1VN5VRLP7Nrhp80vnWST-Fgj5rhbTJF...   \n3   HHfnCp3oaNuWS-x1_XGw_2_ufVOT3QhkXCxbV3bJI3pQRC...   \n4   cB1jbdMcngdAW-J1iSDkpTbOC26RwKbOAMc_MnjhaJWEEa...   \n5   mYRADSYqG6TLF-D1Q0_pLQ61bSwwIK3QF9sVsiHeLNS_bs...   \n6   79g0LAi2CIRm6-V1hon8raJ8IxCCRdUbB8TA6ezqfmaKDN...   \n7   UPREgnZ1hVItu-11-AgXQxGjO5BGtKl3VRxo-lqlr9H7JJ...   \n8   77HULk-aSW83e-e12pYzhW6dQ3oW8rJ_ukmswm7HPDNQsN...   \n9   -iLhlq8RIu4f8-e1YooU_Xl0phUqwPTf6V4Tl37HhlL2Zp...   \n10  MmYVY0BB1q3JT-J14C7NMGoOAhfdaGbwHYjyryn7cOLzwJ...   \n11  7hNKr68El3Bo_-J1qMR_fp7Sqt5eqh1crFvvSwMad2SSpg...   \n12  qbqeuIJ6I1n6o-E1xly5Hjq4_JHQ5vGY1EFc_SsnzDFSDf...   \n13  qW6PbhhDJPYQs-V1MJblimugZ5gYlWHN9nGUTyS8kiGQBt...   \n14  erxzFf7zkbz8m-h11KGx_I9yv5-7ElH9cIN3yJlQtv6o4-...   \n15  hR30UpLT2LgJY-I1LKSg7qul938PTBIHUMJNMVXAAjoY1C...   \n16  2ErdNAzbDOO9c-j1gbrWk0qjiW_VM9j6-2dEbWYqYHjZ3x...   \n17  h4VzOQ2inPDZ7-a1ubDNQDIC-h5_pUq-8_PMY9fKUqXQv8...   \n18  s8soANMjm4sLo-71QPcOF41WRKGgB2hu72ukx9R7k84xnb...   \n19  6e0rvDVwYPwoj-x1T9ZmWOJCQjI_GhqPy9carrrz0jhgkN...   \n20  igqIIyhgtwymC-61ZTkqfQDw1B0Nh-0XC8mZUYTWAkjm1Y...   \n21  Xry1AZJMLPZxz-p11h9IWWWSwteUa4s5R6CjJZ-dBCOG9I...   \n22  N4sNw9uMlEQ1U-N1Xu3t3Qy-R0VwDUi3HZec8ov1D3MjPe...   \n23  ArHHuTAdDz5fL-O1D18nKzbjS0CzZyiiDgEpw21ir7mftD...   \n24  3YxsWp-Iaeuj9-L16nswNJ_z6iosuiGxjn4RDOJetzbdoe...   \n25  ouJV7kJVfPfWR-216SBFbZnEipj-3cwvIXRFIS5UTTf5Ib...   \n26  Rxr8LYTMz2sJg-01yRXLxgBsBHH5vOHtwNDi57z0aZ2gs-...   \n27  MrnnODrtyUHeB-i10LsAXNMX5ViFmIhbhjlvNANV_f2hcv...   \n28  L7OpSP-8YZmfp-q1XDTKfCmWTYXALERjFv3L35ihH-cILi...   \n29  XMTZRwnyVdCOI-a1PwA0HdwvEZ5iFtAYYoO5G_cFoHy4WF...   \n\n                           岗位ID号  \n0   42b61d3da1181fe603x-0tq4FFM~  \n1   0cc7d299975e18c003R-2Nu-FVc~  \n2   223e2aaf89c559271nF80tq4GVVR  \n3   f4a8973408e240e61nF529-7FlNX  \n4   ea8095e2fac46e531XF92tq0FVVQ  \n5   e45dec8eb5562c751nRy29-1E1dQ  \n6   0769d40462093eb21XB-39W1ElBT  \n7   4462d31a5f86e6551n1529m4FVI~  \n8   d70aaa9cefd569a21HN42tq6EVc~  \n9   d22835d7814ea44b1XB82929EVZT  \n10  709a521a03d8a3cd1XZ929S0EFE~  \n11  43b0d8f203d865f51nV73ty8ElFR  \n12  c5b3c3a6062536981HV62t6_EVVU  \n13  b9c105e89603f9941XV52Ni9EFJW  \n14  5940bc4f7b60b8301HR_2927FFBT  \n15  3e60f48814d626c61n1y2ti6FlZX  \n16  9e467cd46d16634a0nRy2du9EFU~  \n17  7856d07430e65bca1nVy09y5FVpU  \n18  239fb2ec2fd7057f03F60ti5FlA~  \n19  d23d4c17325a0e571nJ62di0GVNS  \n20  da46875348be08a61n1-29S6GFZZ  \n21  f1957b12d8d7d07f1HV629-1E1VT  \n22  d4e7242aa25b85051HRz3N29ElFS  \n23  a11950b7d508b6e71XJ53t2_FlFY  \n24  44955df5fa6fc2403n182dy4GVA~  \n25  1a5cbe98abe4965b1X1909q1FVdU  \n26  a020c5688d0ebbe71nB-39y9EVFX  \n27  e0a5ee2d12bfb5961HV43N25F1JU  \n28  01adb7a45c976c481nJ42Nu_GVFT  \n29  edb9cf5b277188351nx50tm-GVU~  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>职位名称</th>\n      <th>公司标签</th>\n      <th>工资水平</th>\n      <th>公司福利</th>\n      <th>学历要求</th>\n      <th>公司所在城市</th>\n      <th>公司街道</th>\n      <th>公司名称</th>\n      <th>公司行业</th>\n      <th>公司规模</th>\n      <th>技能要求</th>\n      <th>标准库号</th>\n      <th>安全码</th>\n      <th>岗位ID号</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>广告策划师</td>\n      <td>['3-5年', '大专']</td>\n      <td>8-10K</td>\n      <td>['员工旅游', '五险一金', '年终奖', '节日福利', '餐补', '带薪年假']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>天富星龙文化传播</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['品牌策划', '广告策划', '广告媒介策划']</td>\n      <td>3ztkpCWEVGQ.search.1</td>\n      <td>1SCyT98Pw885i-v1M0wSiIIjMskbWubX_i6Dmf-hdphzMH...</td>\n      <td>42b61d3da1181fe603x-0tq4FFM~</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>广告策划文案</td>\n      <td>['1-3年', '本科']</td>\n      <td>8-9K</td>\n      <td>['带薪年假', '节日福利', '保底工资', '团建聚餐', '五险一金', '绩效奖金...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>青浦区</td>\n      <td>能臣(上海)</td>\n      <td>日化</td>\n      <td>100-499人</td>\n      <td>['市场分析', '数据分析']</td>\n      <td>3ztkpCWEVGQ.search.2</td>\n      <td>IyTKRcXzLWyQt-e1mZZvrUAx-xxB6xBtsiVAVepYUrae7K...</td>\n      <td>0cc7d299975e18c003R-2Nu-FVc~</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>广告策划</td>\n      <td>['1-3年', '学历不限']</td>\n      <td>4-8K</td>\n      <td>['加班补助', '年终奖', '股票期权', '员工旅游']</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>NaN</td>\n      <td>天泰</td>\n      <td>文化艺术/娱乐</td>\n      <td>20-99人</td>\n      <td>['网络广告', '视听广告', '游戏广告', '媒体广告', '新媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.3</td>\n      <td>BfzPB7lzN1xZh-g1VN5VRLP7Nrhp80vnWST-Fgj5rhbTJF...</td>\n      <td>223e2aaf89c559271nF80tq4GVVR</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>8-10K</td>\n      <td>['带薪年假', '年终奖', '全勤奖', '定期体检']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>薇生传播</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['乙方经验', '4A广告公司', '网络广告', '媒体广告', '新媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.4</td>\n      <td>HHfnCp3oaNuWS-x1_XGw_2_ufVOT3QhkXCxbV3bJI3pQRC...</td>\n      <td>f4a8973408e240e61nF529-7FlNX</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>广告策划</td>\n      <td>['3-5年', '大专']</td>\n      <td>14-24K</td>\n      <td>['零食下午茶', '补充医疗保险', '节日福利', '带薪年假', '五险一金', '通...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>迪恒投影</td>\n      <td>计算机硬件</td>\n      <td>500-999人</td>\n      <td>['户外广告', '微博/微信广告', '视频/直播广告', '4A广告公司经验', '美术...</td>\n      <td>3ztkpCWEVGQ.search.5</td>\n      <td>cB1jbdMcngdAW-J1iSDkpTbOC26RwKbOAMc_MnjhaJWEEa...</td>\n      <td>ea8095e2fac46e531XF92tq0FVVQ</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>广告策划</td>\n      <td>['1-3年', '本科']</td>\n      <td>12-20K</td>\n      <td>['全勤奖', '节日福利', '员工旅游', '带薪年假', '五险一金', '年终奖']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>上海同铸</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['市场策划', 'AE', '文案']</td>\n      <td>3ztkpCWEVGQ.search.6</td>\n      <td>mYRADSYqG6TLF-D1Q0_pLQ61bSwwIK3QF9sVsiHeLNS_bs...</td>\n      <td>e45dec8eb5562c751nRy29-1E1dQ</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>广告策划文案</td>\n      <td>['1-3年', '本科']</td>\n      <td>10-15K</td>\n      <td>['全勤奖', '节日福利', '加班补助', '五险一金', '年终奖']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>概创文化</td>\n      <td>广播/影视</td>\n      <td>20-99人</td>\n      <td>['宣传片', '纪录片', '广告片', 'TVC', '广告创意策划', '创意策划']</td>\n      <td>3ztkpCWEVGQ.search.7</td>\n      <td>79g0LAi2CIRm6-V1hon8raJ8IxCCRdUbB8TA6ezqfmaKDN...</td>\n      <td>0769d40462093eb21XB-39W1ElBT</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>7-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>巨阵文化</td>\n      <td>社交网络与媒体</td>\n      <td>20-99人</td>\n      <td>['ppt']</td>\n      <td>3ztkpCWEVGQ.search.8</td>\n      <td>UPREgnZ1hVItu-11-AgXQxGjO5BGtKl3VRxo-lqlr9H7JJ...</td>\n      <td>4462d31a5f86e6551n1529m4FVI~</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>10-15K</td>\n      <td>['节日福利', '餐补', '定期体检', '五险一金', '员工旅游', '年终奖', ...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>益家互动</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['互联网广告', '广告策划', '网络营销']</td>\n      <td>3ztkpCWEVGQ.search.9</td>\n      <td>77HULk-aSW83e-e12pYzhW6dQ3oW8rJ_ukmswm7HPDNQsN...</td>\n      <td>d70aaa9cefd569a21HN42tq6EVc~</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>广告策划文案</td>\n      <td>['经验不限', '大专']</td>\n      <td>8-10K</td>\n      <td>['带薪年假', '定期体检', '交通补助', '加班补助', '节日福利', '年终奖'...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>晨阑数据</td>\n      <td>计算机软件</td>\n      <td>100-499人</td>\n      <td>['产品软文', '汽车', '广告策划', '公司内部职位', '小红书']</td>\n      <td>3ztkpCWEVGQ.search.10</td>\n      <td>-iLhlq8RIu4f8-e1YooU_Xl0phUqwPTf6V4Tl37HhlL2Zp...</td>\n      <td>d22835d7814ea44b1XB82929EVZT</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>广告策划文案</td>\n      <td>['1-3年', '本科']</td>\n      <td>5-10K</td>\n      <td>['带薪年假', '节日福利', '零食下午茶', '年终奖', '股票期权', '员工旅游...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>宝山区</td>\n      <td>RAIDERS奇兵</td>\n      <td>音乐/视频/阅读</td>\n      <td>0-20人</td>\n      <td>['文案', '广告策划', '广告创意']</td>\n      <td>3ztkpCWEVGQ.search.11</td>\n      <td>MmYVY0BB1q3JT-J14C7NMGoOAhfdaGbwHYjyryn7cOLzwJ...</td>\n      <td>709a521a03d8a3cd1XZ929S0EFE~</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>广告策划</td>\n      <td>['经验不限', '学历不限']</td>\n      <td>11-20K·13薪</td>\n      <td>['全勤奖', '定期体检', '游泳健身', '餐补', '包吃', '年终奖', '员工...</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>龙成</td>\n      <td>游戏</td>\n      <td>100-499人</td>\n      <td>['广告策划', '广告创意', '推广引流']</td>\n      <td>3ztkpCWEVGQ.search.12</td>\n      <td>7hNKr68El3Bo_-J1qMR_fp7Sqt5eqh1crFvvSwMad2SSpg...</td>\n      <td>43b0d8f203d865f51nV73ty8ElFR</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>5-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>杨浦区</td>\n      <td>彦之郎留学</td>\n      <td>培训/辅导机构</td>\n      <td>0-20人</td>\n      <td>['PS', '企业/自有品牌']</td>\n      <td>3ztkpCWEVGQ.search.13</td>\n      <td>qbqeuIJ6I1n6o-E1xly5Hjq4_JHQ5vGY1EFc_SsnzDFSDf...</td>\n      <td>c5b3c3a6062536981HV62t6_EVVU</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>8-10K</td>\n      <td>['节日福利', '底薪加提成', '五险一金']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>逐量者</td>\n      <td>社交网络与媒体</td>\n      <td>0-20人</td>\n      <td>['乙方经验', '甲方经验', '视频/直播广告', '新媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.14</td>\n      <td>qW6PbhhDJPYQs-V1MJblimugZ5gYlWHN9nGUTyS8kiGQBt...</td>\n      <td>b9c105e89603f9941XV52Ni9EFJW</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>广告策划</td>\n      <td>['3-5年', '本科']</td>\n      <td>10-15K·13薪</td>\n      <td>['员工旅游', '年终奖', '定期体检', '餐补', '全勤奖', '股票期权', '...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>慕楚广告</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['广告/公关/咨询公司（乙方）', '互联网/科技', '营销策划及执行', '广告/公关...</td>\n      <td>3ztkpCWEVGQ.search.15</td>\n      <td>erxzFf7zkbz8m-h11KGx_I9yv5-7ElH9cIN3yJlQtv6o4-...</td>\n      <td>5940bc4f7b60b8301HR_2927FFBT</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>广告策划</td>\n      <td>['经验不限', '大专']</td>\n      <td>8-13K</td>\n      <td>['带薪年假', '交通补助', '五险一金']</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>美宁</td>\n      <td>计算机服务</td>\n      <td>20-99人</td>\n      <td>['金融', '广告/公关公司', '甲方公司', '线上策划经验', '战略规划经验', ...</td>\n      <td>3ztkpCWEVGQ.search.16</td>\n      <td>hR30UpLT2LgJY-I1LKSg7qul938PTBIHUMJNMVXAAjoY1C...</td>\n      <td>3e60f48814d626c61n1y2ti6FlZX</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>广告策划</td>\n      <td>['1-3年', '本科']</td>\n      <td>9-12K</td>\n      <td>['交通补助', '补充医疗保险', '餐补', '带薪年假', '五险一金', '员工旅游...</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>杨浦区</td>\n      <td>懿帧传媒</td>\n      <td>音乐/视频/阅读</td>\n      <td>0-20人</td>\n      <td>['PR', 'AE', '广告创意', '广告策略', '视频/直播广告', '企业/自有...</td>\n      <td>3ztkpCWEVGQ.search.17</td>\n      <td>2ErdNAzbDOO9c-j1gbrWk0qjiW_VM9j6-2dEbWYqYHjZ3x...</td>\n      <td>9e467cd46d16634a0nRy2du9EFU~</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>7-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>星约</td>\n      <td>批发/零售</td>\n      <td>0-20人</td>\n      <td>['网络广告', '印刷广告', '媒体广告', '视听广告']</td>\n      <td>3ztkpCWEVGQ.search.18</td>\n      <td>h4VzOQ2inPDZ7-a1ubDNQDIC-h5_pUq-8_PMY9fKUqXQv8...</td>\n      <td>7856d07430e65bca1nVy09y5FVpU</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>广告策划</td>\n      <td>['3-5年', '学历不限']</td>\n      <td>10-15K</td>\n      <td>['五险一金', '补充医疗保险', '股票期权', '年终奖', '员工旅游', '加班补...</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>润业工场文旅科创园区</td>\n      <td>咨询</td>\n      <td>20-99人</td>\n      <td>['市场推广', '商务', '图文', '线上', '广告传媒专业', '线上活动', '...</td>\n      <td>3ztkpCWEVGQ.search.19</td>\n      <td>s8soANMjm4sLo-71QPcOF41WRKGgB2hu72ukx9R7k84xnb...</td>\n      <td>239fb2ec2fd7057f03F60ti5FlA~</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>广告策划/编辑</td>\n      <td>['1-3年', '大专']</td>\n      <td>5-6K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>奉贤区</td>\n      <td>能量谷</td>\n      <td>医疗健康</td>\n      <td>20-99人</td>\n      <td>['采编一体', '全职', '医疗健康', '文字编辑', '网站']</td>\n      <td>3ztkpCWEVGQ.search.20</td>\n      <td>6e0rvDVwYPwoj-x1T9ZmWOJCQjI_GhqPy9carrrz0jhgkN...</td>\n      <td>d23d4c17325a0e571nJ62di0GVNS</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>广告策划执行</td>\n      <td>['经验不限', '学历不限']</td>\n      <td>15-20K</td>\n      <td>['五险一金', '定期体检', '员工旅游']</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>葡萄子传媒</td>\n      <td>文化艺术/娱乐</td>\n      <td>20-99人</td>\n      <td>['新媒体广告', '4A广告公司', '媒体广告', '游戏广告']</td>\n      <td>3ztkpCWEVGQ.search.21</td>\n      <td>igqIIyhgtwymC-61ZTkqfQDw1B0Nh-0XC8mZUYTWAkjm1Y...</td>\n      <td>da46875348be08a61n1-29S6GFZZ</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>资深广告策划</td>\n      <td>['5-10年', '本科']</td>\n      <td>15-22K·14薪</td>\n      <td>['五险一金', '零食下午茶', '年终奖', '员工旅游', '带薪年假', '全勤奖']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>上海米谊多广告有...</td>\n      <td>广告/公关/会展</td>\n      <td>0-20人</td>\n      <td>['线上', '线下', '4A广告公司经验', '策划经理经验', '短视频', '线上活...</td>\n      <td>3ztkpCWEVGQ.search.22</td>\n      <td>Xry1AZJMLPZxz-p11h9IWWWSwteUa4s5R6CjJZ-dBCOG9I...</td>\n      <td>f1957b12d8d7d07f1HV629-1E1VT</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>广告策划专员</td>\n      <td>['1-3年', '大专']</td>\n      <td>10-15K</td>\n      <td>['加班补助', '年终奖', '五险一金', '节日福利', '带薪年假', '交通补助'...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>意数广告</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['第三方广告公司职位', '线上', '线下', '有策划经验', '4A广告公司经验',...</td>\n      <td>3ztkpCWEVGQ.search.23</td>\n      <td>N4sNw9uMlEQ1U-N1Xu3t3Qy-R0VwDUi3HZec8ov1D3MjPe...</td>\n      <td>d4e7242aa25b85051HRz3N29ElFS</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>广告策划经理</td>\n      <td>['3-5年', '本科']</td>\n      <td>18-22K</td>\n      <td>['员工旅游', '五险一金', '节日福利', '带薪年假', '加班补助', '团建聚餐']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>ASKOOLAS</td>\n      <td>广告/公关/会展</td>\n      <td>100-499人</td>\n      <td>['视频/直播广告', '微博/微信广告', '广告策划']</td>\n      <td>3ztkpCWEVGQ.search.24</td>\n      <td>ArHHuTAdDz5fL-O1D18nKzbjS0CzZyiiDgEpw21ir7mftD...</td>\n      <td>a11950b7d508b6e71XJ53t2_FlFY</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>广告策划</td>\n      <td>['1-3年', '学历不限']</td>\n      <td>8-13K·13薪</td>\n      <td>['股票期权', '交通补助', '零食下午茶', '住房补贴', '通讯补贴', '全勤奖...</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>扭必文化传播</td>\n      <td>广告/公关/会展</td>\n      <td>20-99人</td>\n      <td>['市场策划', '广告策划', '品牌策划', '文案']</td>\n      <td>3ztkpCWEVGQ.search.25</td>\n      <td>3YxsWp-Iaeuj9-L16nswNJ_z6iosuiGxjn4RDOJetzbdoe...</td>\n      <td>44955df5fa6fc2403n182dy4GVA~</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>广告策划</td>\n      <td>['1-3年', '本科']</td>\n      <td>15-20K</td>\n      <td>['包吃', '年终奖', '零食下午茶', '全勤奖', '带薪年假']</td>\n      <td>本科</td>\n      <td>上海</td>\n      <td>黄浦区</td>\n      <td>再席</td>\n      <td>餐饮</td>\n      <td>100-499人</td>\n      <td>['视频/直播广告', '户外广告', '图文广告', '3ds MAX', 'PS', '...</td>\n      <td>3ztkpCWEVGQ.search.26</td>\n      <td>ouJV7kJVfPfWR-216SBFbZnEipj-3cwvIXRFIS5UTTf5Ib...</td>\n      <td>1a5cbe98abe4965b1X1909q1FVdU</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>广告策划</td>\n      <td>['1年以内', '大专']</td>\n      <td>7-10K</td>\n      <td>['员工旅游', '补充医疗保险', '全勤奖', '年终奖', '五险一金', '带薪年假...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>静安区</td>\n      <td>OVERNIGHT</td>\n      <td>互联网</td>\n      <td>0-20人</td>\n      <td>['媒体广告']</td>\n      <td>3ztkpCWEVGQ.search.27</td>\n      <td>Rxr8LYTMz2sJg-01yRXLxgBsBHH5vOHtwNDi57z0aZ2gs-...</td>\n      <td>a020c5688d0ebbe71nB-39y9EVFX</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>广告策划</td>\n      <td>['1-3年', '大专']</td>\n      <td>7-8K</td>\n      <td>[]</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>浦东新区</td>\n      <td>上海涵古新媒体科技</td>\n      <td>计算机软件</td>\n      <td>20-99人</td>\n      <td>['广告设计', '海报传单设计', '广告/设计公司', 'PS', 'SketchUp'...</td>\n      <td>3ztkpCWEVGQ.search.28</td>\n      <td>MrnnODrtyUHeB-i10LsAXNMX5ViFmIhbhjlvNANV_f2hcv...</td>\n      <td>e0a5ee2d12bfb5961HV43N25F1JU</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>广告策划</td>\n      <td>['3-5年', '大专']</td>\n      <td>11-20K</td>\n      <td>['年终奖', '交通补助', '带薪年假', '员工旅游', '五险一金', '定期体检'...</td>\n      <td>大专</td>\n      <td>上海</td>\n      <td>闵行区</td>\n      <td>磐特文化</td>\n      <td>广告营销</td>\n      <td>0-20人</td>\n      <td>['乙方经验', '品牌策略', '产品概念包装', '数字平台搭建', '广告创意', '...</td>\n      <td>3ztkpCWEVGQ.search.29</td>\n      <td>L7OpSP-8YZmfp-q1XDTKfCmWTYXALERjFv3L35ihH-cILi...</td>\n      <td>01adb7a45c976c481nJ42Nu_GVFT</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>广告策划</td>\n      <td>['经验不限', '学历不限']</td>\n      <td>5-10K</td>\n      <td>[]</td>\n      <td>学历不限</td>\n      <td>上海</td>\n      <td>徐汇区</td>\n      <td>久墨网络</td>\n      <td>广告营销</td>\n      <td>20-99人</td>\n      <td>['广告创意']</td>\n      <td>3ztkpCWEVGQ.search.30</td>\n      <td>XMTZRwnyVdCOI-a1PwA0HdwvEZ5iFtAYYoO5G_cFoHy4WF...</td>\n      <td>edb9cf5b277188351nx50tm-GVU~</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_boss_zp"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 拿到岗位详情链接"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "outputs": [],
   "source": [
    "岗位详情页URL = []\n",
    "for i in range(len(df_boss['jobName'])):\n",
    "    url = 'https://www.zhipin.com/job_detail/'+str(df_boss['encryptJobId'][i])+'.html?lid='+str(df_boss['lid'][i])+'&securityId='+str(df_boss['securityId'][i])+'&sessionId='\n",
    "    岗位详情页URL.append(url)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "outputs": [
    {
     "data": {
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'https://www.zhipin.com/job_detail/ea8095e2fac46e531XF92tq0FVVQ.html?lid=3ztkpCWEVGQ.search.5&securityId=cB1jbdMcngdAW-J1iSDkpTbOC26RwKbOAMc_MnjhaJWEEacxWknq_3GyxVJ4DrZ6HHNqqqiu-oY38dw2ppDfNRP1kQTUVjuAbY7DTNky9vvSSPOW-g~~&sessionId=',\n 'https://www.zhipin.com/job_detail/e45dec8eb5562c751nRy29-1E1dQ.html?lid=3ztkpCWEVGQ.search.6&securityId=mYRADSYqG6TLF-D1Q0_pLQ61bSwwIK3QF9sVsiHeLNS_bsVPXwdtoUzAvWGFMfqFNQhRTiNQ3MOPRvMrMkSeOexbxUMu23rMPnwRqoGcg0-Zd66yEOE~&sessionId=',\n 'https://www.zhipin.com/job_detail/0769d40462093eb21XB-39W1ElBT.html?lid=3ztkpCWEVGQ.search.7&securityId=79g0LAi2CIRm6-V1hon8raJ8IxCCRdUbB8TA6ezqfmaKDN2Eg5Fazf7zDx6naWxEG41vClLyHnhH0Pp63BXoG1bc-Niin4sOAE0mJKYOwZKJgM2Dhg~~&sessionId=',\n 'https://www.zhipin.com/job_detail/4462d31a5f86e6551n1529m4FVI~.html?lid=3ztkpCWEVGQ.search.8&securityId=UPREgnZ1hVItu-11-AgXQxGjO5BGtKl3VRxo-lqlr9H7JJ1Hb4g_LPS58994fGSvmMyA7vYQgfdYDb9Ed-fpW4rTxzL1E2MYSsFRKzy0GDVfzDQ~&sessionId=',\n 'https://www.zhipin.com/job_detail/d70aaa9cefd569a21HN42tq6EVc~.html?lid=3ztkpCWEVGQ.search.9&securityId=77HULk-aSW83e-e12pYzhW6dQ3oW8rJ_ukmswm7HPDNQsNMEchlT-KeHpIa6XS6Mu-drQJEltz0pN-dC0bBs0Xqt5VFlHeQfI92fdviez4PsueET&sessionId=',\n 'https://www.zhipin.com/job_detail/d22835d7814ea44b1XB82929EVZT.html?lid=3ztkpCWEVGQ.search.10&securityId=-iLhlq8RIu4f8-e1YooU_Xl0phUqwPTf6V4Tl37HhlL2Zp4yJ4IvO3471Fkea5YJmN-zWT9osn8aSu6Mb-abEvnpZJRobe3S63AW2YvQ-9oVvyUIrz0~&sessionId=',\n 'https://www.zhipin.com/job_detail/709a521a03d8a3cd1XZ929S0EFE~.html?lid=3ztkpCWEVGQ.search.11&securityId=MmYVY0BB1q3JT-J14C7NMGoOAhfdaGbwHYjyryn7cOLzwJrb6P3l6ITlkzo_Z9uusn53pvON7Ig_T_tIEK1N6FnMu_fqkYOJ2wP51DI1WbLjiPjT&sessionId=',\n 'https://www.zhipin.com/job_detail/43b0d8f203d865f51nV73ty8ElFR.html?lid=3ztkpCWEVGQ.search.12&securityId=7hNKr68El3Bo_-J1qMR_fp7Sqt5eqh1crFvvSwMad2SSpg0TZS0SbxHHynR5Fom5__rLYwMYSUj7rEx0tp1Ku6IKN3rE8spq-sYM5KYIWg0ZtQ38tg~~&sessionId=',\n 'https://www.zhipin.com/job_detail/c5b3c3a6062536981HV62t6_EVVU.html?lid=3ztkpCWEVGQ.search.13&securityId=qbqeuIJ6I1n6o-E1xly5Hjq4_JHQ5vGY1EFc_SsnzDFSDf1yaR7skfZ0tHZmsO5QqSx4HUqo_8SrKvPcPM-HUCaEb2h_38ECYHALS2Y0NFZhSgLO1bg~&sessionId=',\n 'https://www.zhipin.com/job_detail/b9c105e89603f9941XV52Ni9EFJW.html?lid=3ztkpCWEVGQ.search.14&securityId=qW6PbhhDJPYQs-V1MJblimugZ5gYlWHN9nGUTyS8kiGQBtZsh90Yyn2bcN1hywCJ3EClkqoXE9htXBcxFC_qfIlkVFZ2iQuq0QQ9tOD3prf1Jf-DBzE~&sessionId=',\n 'https://www.zhipin.com/job_detail/5940bc4f7b60b8301HR_2927FFBT.html?lid=3ztkpCWEVGQ.search.15&securityId=erxzFf7zkbz8m-h11KGx_I9yv5-7ElH9cIN3yJlQtv6o4-CPr2YC41_LicHXexoAKA7NH3bLCq17B8fdFgtuSRf7h0DGX3bBqrReEQwXk65EFYOwxxY~&sessionId=',\n 'https://www.zhipin.com/job_detail/3e60f48814d626c61n1y2ti6FlZX.html?lid=3ztkpCWEVGQ.search.16&securityId=hR30UpLT2LgJY-I1LKSg7qul938PTBIHUMJNMVXAAjoY1Cww2RVyhNXZnhWKknJ2rBJ5_3wJN9l2Q3iV9gK8yj-9pGWar4G3TmFWcOQAtWX3KQ4dloc~&sessionId=',\n 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     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "岗位详情页URL"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "outputs": [],
   "source": [
    "df_boss_zp['岗位详情页'] = 岗位详情页URL"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "outputs": [
    {
     "data": {
      "text/plain": "30"
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_boss['jobName'])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 需要执行两年半，两年半后出来"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "岗位要求 = []"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.chrome.options import Options\n",
    "import time\n",
    "import random\n",
    "# 设置 Chrome 为无头模式\n",
    "\n",
    "\n",
    "for i in range(len(岗位详情页URL)):\n",
    "    chrome_options = Options()\n",
    "    chrome_options.add_argument(\"--headless\")\n",
    "    user_agent = \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36\"\n",
    "    chrome_options.add_argument(f\"user-agent={user_agent}\")\n",
    "# 初始化 Chrome WebDriver\n",
    "    driver = webdriver.Chrome(options=chrome_options)\n",
    "    url = str(岗位详情页URL[i])  # 替换为你要访问的网页 URL\n",
    "    driver.get(url)\n",
    "    # 等待一定时间，确保 JavaScript 代码有足够的时间加载数据\n",
    "    # wait_time = random.randint(3)\n",
    "    time.sleep(5)  # 你可能需要根据网页加载时间进行调整\n",
    "    page_content = driver.page_source\n",
    "    driver.quit()\n",
    "    from bs4 import BeautifulSoup\n",
    "    soup = BeautifulSoup(page_content, 'html.parser')\n",
    "    command = soup.select_one('div.job-sec-text')\n",
    "    岗位要求.append(command.text)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "岗位要求"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "df_boss_zp['岗位要求'] = 岗位要求"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "outputs": [],
   "source": [
    "df_boss_zp.to_excel(f'excels/{城市}/{关键词}/{output_time}/boss直聘{城市}-{关键词}-{output_time}.xlsx')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "# 岗位要求 = []\n",
    "# for i in range(len(df_boss['jobName'])):\n",
    "#     s = session.get(岗位详情页URL[i])\n",
    "#     command = s.html.find('div.job-sec-text')\n",
    "#     岗位要求.append(command[0].text)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "岗位要求"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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